tag:blogger.com,1999:blog-44559727330119454412024-02-24T23:29:10.644-08:00No HesitationsFrancis X. Diebold's Blog
Predictive modeling, econometrics, economics, finance, random rants.Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.comBlogger571125tag:blogger.com,1999:blog-4455972733011945441.post-9600064636855306522023-02-16T19:13:00.000-08:002023-12-10T12:34:38.086-08:00Best Coffee in Philly<p><span style="font-family: arial;">Yes, I know it has been far too long since a serious post. But maybe I'm finally getting my head above water. </span></p><p><span style="font-family: arial;">In any event here is serious Philly coffee advice:<br /><span face="Arial, sans-serif">***</span><a href="https://www.nookbakeryandcoffee.com/take-out-coffee-and-meals" style="color: blue;">The Nook</a><span face="Arial, sans-serif">***, 15 South 20</span><sup>th</sup><span face="Arial, sans-serif">. He roasts; she bakes. Glorious shrine to seriously sourced and roasted coffee, and meticulous and loving baking.</span><span face="Arial, sans-serif"> </span><span face="Arial, sans-serif">Alas, no tables, but so what? Best coffee in Philly, hands down, as of 2/2023. PLEASE, pay them a visit.</span></span></p><p><span style="font-family: arial;">For more see https://www.sas.upenn.edu/~fdiebold/PhillyCoffee.htm</span></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-37862549234159252842022-11-11T11:31:00.000-08:002022-11-11T11:31:59.451-08:00Eight steps to Gauss<p> <span style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center;">Just</span><span style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center;"> </span><a href="https://mathscinet.ams.org/mathscinet/freeTools.html?version=2" style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center; text-decoration-line: none;">eight co-authorship steps</a><span style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center;"> </span><span style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center;">to Gauss! Small world indeed. And the route backward is not too shabby…</span><span style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center;"> <br /></span><span style="background-color: white; font-family: Calibri, sans-serif; font-size: 12pt; text-align: center;">--> Marc Nerlove --> Kenneth Arrow --> David Blackwell --> Richard Bellman --> Ernst Straus --> Albert Einstein --> Hermann Minkowski --> Carl Friedrich Gauss</span></p><div><span style="font-family: Calibri, sans-serif;"><br /></span></div>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-84472582848806539762022-11-10T08:26:00.001-08:002022-11-10T08:28:58.685-08:00Something May Be Wrong With Me<p>It strikes me that something may be wrong with me. </p><p>In a new paper in progress I wanted to cite the famous and beautiful Sims, Stock and Watson (1990). I found the bibtex on Jim Stock's Harvard site. Fine. Then I noticed that it listed the authors as Stock, Sims, and Watson. OK, fine, I changed it to the correct alphabetical order of Sims, Stock and Watson. (Probably just Jim's administrative assistant aggrandizing on his behalf.)</p><p>Anyway I also noticed that the bibtex omitted middle initials, just giving C. Sims, J. Stock, and M. Watson. The amazing thing, and why something may be wrong with me, is that I was instantly able to supply from memory the full C.A. Sims, J.H. Stock, and M.W. Watson. Do I not have anything better with which to fill my head?!</p><p>Indeed it gets worse. Not only do I have burned into my memory C.W.J. Granger and P.C.B. Phillips, but also their full names, Clive William John Granger and Peter Charles Bonest Phillips. I really don't know how I learned them, or why I retain them. Of course people like Granger, Phillips, Sims, Stock, and Watson are my heroes, among the very greatest of the past sixty years of econometrics, but still... </p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-62370592653093679732022-10-30T15:47:00.001-07:002022-10-30T15:49:30.300-07:00The Econometrics of Macroeconomic and Financial Data<p>Last week I received the full published special issue of <i>Journal of Econometrics</i>, 231(2), 2022 (<i><a href="https://www.sciencedirect.com/journal/journal-of-econometrics/vol/231/issue/2">The Econometrics of Macroeconomic and Financial Data</a></i>). I am deeply grateful and humbled. What a wonderful gesture. Heartfelt thanks to the <i>J. Econometrics</i> Editorial Board, and to all the students, co-authors, and colleagues who contributed. Special thanks to Atsushi Inoue, Lutz Kilian and Andrew Patton for their thoughtful introduction and meticulous editing, and for so generously attempting (twice) to host the associated 60th birthday conference. Clearly COVID did not defeat us!</p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-2496843300261780062022-10-27T05:24:00.003-07:002022-10-27T05:24:32.702-07:00Moral Hazard in Climate Change Adaptation<p><span style="font-family: arial;">Fascinating color </span><span style="background-color: white; font-family: arial; font-style: inherit; font-variant-caps: inherit; font-variant-ligatures: inherit; font-weight: inherit;">on sea level rise in Jakarta, and good insight into the moral hazard associated with certain types of adaptation. </span></p><p><span style="font-family: arial;"><span style="background-color: white; font-style: inherit; font-variant-caps: inherit; font-variant-ligatures: inherit; font-weight: inherit;"> </span><a href="https://allanhsiao.github.io/files/Hsiao_jakarta.pdf">https://allanhsiao.github.io/files/Hsiao_jakarta.pdf</a></span></p><p><a href="https://allanhsiao.github.io/"><span style="font-family: arial;">https://allanhsiao.github.io/</span></a></p><p>Abstract: Sea level rise poses an existential threat to Jakarta, which faces frequent and worsening flooding. The government has responded with a proposed sea wall. In this setting, I study how government intervention complicates long-run adaptation to climate change. I show that government intervention creates coastal moral hazard, and I quantify this force with a dynamic spatial model in which developers and residents act with flood risk in mind. I find that moral hazard generates severe lock-in and limits migration inland, even over the long run.</p><p><br /></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-2261229026145223522022-10-12T04:18:00.001-07:002022-10-13T04:39:04.185-07:00Machine Learning and Central Banking<p> Of course machine learning (ML) is everywhere now. The time-series analysis perspective has matched that of ML for decades (parsimonious predictive modeling allowing for misspecification; out-of-sample evaluation; ensemble averaging; etc.), so there are many areas of overlap even if there are also many differences.</p><p>It's interesting to see ML emerging as particularly useful in central banking contexts. The Federal Reserve Bank of Philadelphia, for example, now explicitly recruits and hires "Machine Learning Economists". Presently they have three, and they're looking for a fourth!</p><p>In that regard it's especially interesting to learn of a call for papers for a special themed issue of <i>Journal of Econometrics</i> on "Machine Learning for Economic Policy"<i>, </i>with guest editors from a variety of leading central banks and universities.</p><p>See <a href="https://www.bankofengland.co.uk/events/2022/october/call-for-papers-machine-learning-for-economic-policy">https://www.bankofengland.co.uk/events/2022/october/call-for-papers-machine-learning-for-economic-policy</a> and below.</p><p>----------</p><p>Machine learning techniques are increasingly being evaluated in the academic community and at the same time leveraged by practitioners at policy institutions, like central banks or governments. A themed issue in the Journal of Econometrics aims to present frontier research that sits at the intersection of machine learning and economic policy.</p><p>There are good reasons for policy makers to embrace these new techniques. Tree-based models or artificial neural networks, often in conjunction with novel and rich data sources, like text or high-frequency indicators, can provide prediction accuracy and information that standard models cannot. For example, machine learning can uncover potentially unknown but important nonlinearities within in the data generating process. Moreover, natural language processing − made possible by advances in machine learning is increasingly being applied to better understand the economic landscape that policymakers must survey.</p><p>These upsides of these new techniques come with the downside that it often is not clear what the mechanism through which the machine learning model operates, i.e. the black box critique. Much of the existence of the black box critique is due to how machine learning models evolved with a focus on accuracy. However, this single focus can be particularly problematic in decision making situations, where all stakeholders have an interest in understanding all pieces of information which enter the decision-making process, irrespective of model accuracy. The tools of economics and econometrics can help to address this problem thereby building bridges between disciplines.</p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-36576525030631515512022-10-04T04:40:00.003-07:002022-10-04T04:40:51.360-07:00The Latest in Observation-Driven TVP Models<p>Check this out. The implicit stochastic-gradient update seems very appealing relative to the "standard" GAS/DCS explicit update.</p><p>"Robust Observation-Driven Models Using Proximal-Parameter Updates", by Rutger-Jan Lange, Bram van Os, and Dick van Dijk.</p><p><a href="https://www.tinbergen.nl/discussion-paper/6188/22-066-iii-robust-observation-driven-models-using-proximal-parameter-updates">https://www.tinbergen.nl/discussion-paper/6188/22-066-iii-robust-observation-driven-models-using-proximal-parameter-updates</a></p><p><br /></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-90069214591712677022022-09-18T15:10:00.006-07:002022-09-19T16:04:23.351-07:00Factor Network Autoregressions<p> Check this out, by Barigozzi, Cavaliere, and Moramarco:<br /><a href="http://d.repec.org/n?u=RePEc:arx:papers:2208.02925&r=">http://d.repec.org/n?u=RePEc:arx:papers:2208.02925&r=</a></p><p>Very cool methods for dynamic "multilayer networks". In a standard N-dim net there's one NxN adjacency matrix. But richer nets may have many kinds of connections, each governed by its own adjacency matrix. (What a great insight -- so natural and obvious once you hear it. A nice "ah-ha moment"!) So perhaps there are K operative NxN adjacency matrices. Then there is actually a grand 3-dim adjacency matrix (NxNxK) operative -- a cubic rather than a square matrix. Parsimonious modeling then becomes absolutely crucial, and in that regard BCM effectively propose a modeling framework with a "factor structure" for the set of adjacency matrices. Really eye-opening. Lots to think about. </p><p><br /></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-23356922510673558572022-09-03T14:35:00.000-07:002022-09-03T14:35:55.316-07:00Memories of Ted Anderson<p>Ted is among the very greatest statisticians/econometricians of the 20th-century. I feel very close to him, as my former Penn colleague, Larry Klein, worked closely with him at Cowles in the 1940s, and another former colleague, Bobby Mariano, was his student at Stanford before coming to Penn around 1970. I recall a Penn seminar he gave late in his career, on unit moving-average roots. He started painfully slowly, defining, for example, things like "time series" and "covariance stationarity". Some eyes were rolling. Ten minutes later, he was far beyond the frontier. No eyes were rolling. Indeed jaws were dropping. When I visited Stanford in the 1990s for a seminar, he rolled out the red carpet for me. Amazing, <i>him</i> doing that for <i>me</i>. What a gentleman. </p><p>Check out this fascinating new take from Peter Phillips:</p><div id="x_p10" style="background-color: white; border: 0px; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><a class="x_trout" data-auth="NotApplicable" data-linkindex="79" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:cwl:cwldpp:2333__;!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYxWPuwrQ$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">An Econometrician amongst Statisticians: T. W. Anderson</a></div><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;">By:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="80" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Peter*20C.*20B.*20Phillips__;JSUl!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYQnHPM_w$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Peter C. B. Phillips</a> (Cowles Foundation, Yale University, University of Auckland, Singapore Management University, University of Southampton)</td></tr><tr><td style="vertical-align: top; width: 7em;">Abstract:</td><td>T. W. Anderson did pathbreaking work in econometrics during his remarkable career as an eminent statistician. His primary contributions to econometrics are reviewed here, including his early research on estimation and inference in simultaneous equations models and reduced rank regression. Some of his later works that connect in important ways to econometrics are also briefly covered, including limit theory in explosive autoregression, asymptotic expansions, and exact distribution theory for econometric estimators. The research is considered in the light of its influence on subsequent and ongoing developments in econometrics, notably confidence interval construction under weak instruments and inference in mildly explosive regressions.</td></tr><tr><td style="vertical-align: top; width: 7em;"></td><td><br /></td></tr><tr><td style="vertical-align: top; width: 7em;">URL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="82" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:cwl:cwldpp:2333&r=__;!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYAQv3Ans$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">http://d.repec.org/n?u=RePEc:cwl:cwldpp:2333&r=</a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-41507016753261612192022-09-03T09:52:00.003-07:002022-09-03T09:52:41.804-07:00Equal-weight HAR combination<p>This just blows me away. So full of great insight. Equal-weight combinations rule, in yet another context! See also my papers with Minchul Shin that clearly lead to equal weights for point and density forecasts, respectively:</p><p><b style="font-family: "Times New Roman", serif; font-size: 12pt;"><span style="font-family: Calibri, sans-serif; font-size: 14pt;">Diebold, F.X. and Shin, M. (2019)</span></b><span style="font-family: Calibri, sans-serif; font-size: 14pt;">, "<a href="https://www.sas.upenn.edu/~fdiebold/papers2/DieboldShinEgalitarianLasso.pdf" style="color: black;">Machine Learning for Regularized Survey Forecast Combination: Partially-Egalitarian Lasso and its Derivatives</a>," <i>International Journal of Forecasting</i>, 35, 1679-1691.</span><span style="font-family: "Times New Roman", serif; font-size: 12pt;"> </span></p><p style="background-color: white; font-family: "Times New Roman", serif; font-size: 12pt; margin-left: 0in; margin-right: 0in;"><b style="font-family: Calibri, sans-serif; font-size: 18.6667px;">Diebold, F.X., Shin, M. and Zhang, B. (2022)</b><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;">, “On the Aggregation of Probability Assessments: Regularized Mixtures of Predictive Densities for Eurozone Inflation and Real Interest Rates,”</span><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;"> </span><i style="font-family: Calibri, sans-serif; font-size: 18.6667px;">Journal of Econometrics</i><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;">, forthcoming.</span><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;"> </span><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;"> </span><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;">Working paper at</span><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;"> </span><a href="https://arxiv.org/abs/2012.11649" style="color: black; font-family: Calibri, sans-serif; font-size: 18.6667px;">arXiv:2012.11649</a><span style="font-family: Calibri, sans-serif; font-size: 18.6667px;">.</span></p><p style="background-color: white; font-family: "Times New Roman", serif; font-size: 12pt; margin-left: 0in; margin-right: 0in;"><span style="background-color: transparent;"> </span><a class="x_trout" data-auth="NotApplicable" data-linkindex="68" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:syb:wpbsba:2123/25045__;!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYrv_RTdk$" rel="noopener noreferrer" style="background-color: transparent; border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Forecast combination puzzle in the HAR model</a></p><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;">By:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="69" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Clements,*20Adam__;JQ!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYNjFbkEs$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Clements, Adam</a>; <a class="x_trout" data-auth="NotApplicable" data-linkindex="70" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Vasnev,*20Andrey__;JQ!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYDOTRcds$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Vasnev, Andrey</a></td></tr><tr><td style="vertical-align: top; width: 7em;">Abstract:</td><td>The Heterogeneous Autoregressive (HAR) model of Corsi (2009) has become the benchmark model for predicting realized volatility given its simplicity and consistent empirical performance. Many modifications and extensions to the original model have been proposed that often only provide incremental forecast improvements. In this paper, we take a step back and view the HAR model as a forecast combination that combines three predictors: previous day realization (or random walk forecast), previous week average, and previous month average. When applying the Ordinary Least Squares (OLS) to combine the predictors, the HAR model uses optimal weights that are known to be problematic in the forecast combination literature. In fact, the simple average forecast often outperforms the optimal combination in many empirical applications. We investigate the performance of the simple average forecast for the realized volatility of the Dow Jones Industrial Average equity index. We find dramatic improvements in forecast accuracy across all horizons and different time periods. This is the first time the forecast combination puzzle is identified in this context.</td></tr><tr><td style="vertical-align: top; width: 7em;">Keywords:</td><td>Realized volatility, forecast combination, HAR model</td></tr><tr><td style="vertical-align: top; width: 7em;">JEL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="71" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?jel=C53*20C58__;JQ!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYmSTvOP4$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">C53 C58</a></td></tr><tr><td style="vertical-align: top; width: 7em;">Date:</td><td>2021–02–24</td></tr><tr><td style="vertical-align: top; width: 7em;">URL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="72" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:syb:wpbsba:2123*25045&r=__;Lw!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYopJuriA$" rel="noopener noreferrer" style="border: 0px; color: rgb(0, 0, 0) !important; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">http://d.repec.org/n?u=RePEc:syb:wpbsba:2123/25045&r=</a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-91808820424282445652022-09-03T09:42:00.002-07:002022-09-03T09:45:53.616-07:00Long memory and weak ID<p>I've thus far never been a big fan of the weak ID literature. Always seemed to me that if you wind up with weak ID, it's time to think harder about the underlying economics rather than fancier econometrics. But this opened my eyes and changed my mind. Totally cool. </p><p> <a class="x_trout" data-auth="NotApplicable" data-linkindex="45" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:cwl:cwldpp:2334__;!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYwkcsCnE$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Weak Identification of Long Memory with Implications for Inference</a></p><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;">By:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="46" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Jia*20Li__;JQ!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYDsUOp6M$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Jia Li</a> (Singapore Management University); <a class="x_trout" data-auth="NotApplicable" data-linkindex="47" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Peter*20C.*20B.*20Phillips__;JSUl!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYQnHPM_w$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Peter C. B. Phillips</a> (Cowles Foundation, Yale University, University of Auckland, Singapore Management University, University of Southampton); <a class="x_trout" data-auth="NotApplicable" data-linkindex="48" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Shuping*20Shi__;JQ!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYDymV2FM$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Shuping Shi</a> (Macquarie University); <a class="x_trout" data-auth="NotApplicable" data-linkindex="49" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Jun*20Yu__;JQ!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYs8INsKY$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Jun Yu</a> (Singapore Management University)</td></tr><tr><td style="vertical-align: top; width: 7em;">Abstract:</td><td>This paper explores weak identification issues arising in commonly used models of economic and financial time series. Two highly popular configurations are shown to be asymptotically observationally equivalent: one with long memory and weak autoregressive dynamics, the other with antipersistent shocks and a near-unit autoregressive root. We develop a data-driven semiparametric and identification-robust approach to inference that reveals such ambiguities and documents the prevalence of weak identification in many realized volatility and trading volume series. The identification-robust empirical evidence generally favors long memory dynamics in volatility and volume, a conclusion that is corroborated using social-media news flow data.</td></tr><tr><td style="vertical-align: top; width: 7em;">Keywords:</td><td>Realized volatility; Weak identification; Disjoint confidence sets, Trading volume, Long memory</td></tr><tr><td style="vertical-align: top; width: 7em;">JEL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="50" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?jel=C12*20C13*20C58__;JSU!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYrmw3GCg$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">C12 C13 C58</a></td></tr><tr><td style="vertical-align: top; width: 7em;">Date:</td><td>2022–06</td></tr><tr><td style="vertical-align: top; width: 7em;">URL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="51" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:cwl:cwldpp:2334&r=__;!!IBzWLUs!Wb6_7aSzmYNsXCuKvqwOBIa9DBEwbwtMhhPK5H-AJbYZVeq-MRQ3CQyEdBF7Ox4llORlrIfXUbxQv0kYtwLJ71U$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">http://d.repec.org/n?u=RePEc:cwl:cwldpp:2334&r=</a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-4762442982339226772022-08-30T06:23:00.000-07:002022-08-30T06:23:39.365-07:00How Did I Miss This??<p>Great stuff, forthcoming <i>JBES </i>(2022). </p><p>TIME SERIES APPROACH TO THE EVOLUTION OF NETWORKS: PREDICTION AND ESTIMATION </p><p>ANNA BYKHOVSKAYA </p><p>Abstract. The paper analyzes non-negative multivariate time series which we interpret as weighted networks. We introduce a model where each coordinate of the time series represents a given edge across time. The number of time periods is treated as large compared to the size of the network. The model specifies the temporal evolution of a weighted network that combines classical autoregression with non-negativity, a positive probability of vanishing, and peer effect interactions between weights assigned to edges in the process. The main results provide criteria for stationarity vs. explosiveness of the network evolution process and techniques for estimation of the parameters of the model and for prediction of its future values.</p><p><a href="https://abykhovskaya.files.wordpress.com/2021/07/networks_jbes_3.pdf">https://abykhovskaya.files.wordpress.com/2021/07/networks_jbes_3.pdf</a></p><p>See also <a href="https://annabykhovskaya.com">https://annabykhovskaya.com</a></p><p><br /></p><p><br /></p><p><br /></p><p><br /></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-88593015018337351172022-08-24T15:25:00.000-07:002022-08-24T15:25:01.878-07:00The Complexity Principle (!)<p>Continuing the previous post, I'm sorry if I seem to be gushing over the recent Kelly et al. program (indeed I am), but it just blows me away. The famous "parsimony" and "KISS (keep it sophisticatedly simple)" principles turned on their heads! George Box and Arnold Zellner must be rolling in their graves...</p><p> <a class="x_trout" data-auth="NotApplicable" data-linkindex="131" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:chf:rpseri:rp2257__;!!IBzWLUs!XypF4Hgo3aFcpnOvykxvE9CUrEk9RCVg_ynuQkXT1gyVVt_cRHCukSCNGUJqt_UmzmzKrMh8OTumAjxDblM_M1E$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">The Virtue of Complexity Everywhere</a></p><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;"><br /></td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="132" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Bryan*20T.*20Kelly__;JSU!!IBzWLUs!XypF4Hgo3aFcpnOvykxvE9CUrEk9RCVg_ynuQkXT1gyVVt_cRHCukSCNGUJqt_UmzmzKrMh8OTumAjxDrw297FU$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Bryan T. Kelly</a> (Yale SOM; AQR Capital Management, LLC; National Bureau of Economic Research (NBER)); <a class="x_trout" data-auth="NotApplicable" data-linkindex="133" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Semyon*20Malamud__;JQ!!IBzWLUs!XypF4Hgo3aFcpnOvykxvE9CUrEk9RCVg_ynuQkXT1gyVVt_cRHCukSCNGUJqt_UmzmzKrMh8OTumAjxDw33O0eY$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Semyon Malamud</a> (Ecole Polytechnique Federale de Lausanne; Centre for Economic Policy Research (CEPR); Swiss Finance Institute); <a class="x_trout" data-auth="NotApplicable" data-linkindex="134" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Kangying*20Zhou__;JQ!!IBzWLUs!XypF4Hgo3aFcpnOvykxvE9CUrEk9RCVg_ynuQkXT1gyVVt_cRHCukSCNGUJqt_UmzmzKrMh8OTumAjxDQreoVzA$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Kangying Zhou</a> (Yale School of Management)<br /><br /></td></tr><tr><td style="vertical-align: top; width: 7em;"><br /></td><td>We investigate the performance of non-linear return prediction models in the high complexity regime, i.e., when the number of model parameters exceeds the number of observations. We document a "virtue of complexity" in all asset classes that we study (US equities, international equities, bonds, commodities, currencies, and interest rates). Specifically, return prediction R2 and optimal portfolio Sharpe ratio generally increase with model parameterization for every asset class. The virtue of complexity is present even in extremely data-scarce environments, e.g., for predictive models with less than twenty observations and tens of thousands of predictors. The empirical association between model complexity and out-of-sample model performance exhibits a striking consistency with theoretical predictions.</td></tr><tr><td style="vertical-align: top; width: 7em;"></td><td><br /></td></tr><tr><td style="vertical-align: top; width: 7em;"></td><td><a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4171581">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4171581<br /></a><br /></td></tr></tbody></table><br />Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-43546625137026157402022-08-19T06:54:00.002-07:002022-08-19T06:54:21.886-07:00Complexity in Prediction<p><span style="font-size: medium;">Really glad to see that Kelly et al. are keeping at it, moving well into the "double dip" zone and adding regularization.</span></p><p><span style="font-size: medium;"> <a class="x_trout" data-auth="NotApplicable" data-linkindex="159" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:nbr:nberwo:30217__;!!IBzWLUs!XOeLxtW2Yo3fHtJRL9jxWCqp-nOJTOqvC76Mr73PgTCQ2NLjG1UQ2KN073zf7itrHZ11WY-cOoI96llg54d570Q$" rel="noopener noreferrer" style="border: 0px; color: black; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">The Virtue of Complexity in Return Prediction</a> (2022)</span></p><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;"><span style="font-size: medium;"><br /></span></td><td><span style="font-size: medium;">B<a class="x_trout" data-auth="NotApplicable" data-linkindex="160" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Bryan*20T.*20Kelly__;JSU!!IBzWLUs!XOeLxtW2Yo3fHtJRL9jxWCqp-nOJTOqvC76Mr73PgTCQ2NLjG1UQ2KN073zf7itrHZ11WY-cOoI96llgOJqywXU$" rel="noopener noreferrer" style="border: 0px; color: black; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">ryan T. Kelly</a>; <a class="x_trout" data-auth="NotApplicable" data-linkindex="161" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Semyon*20Malamud__;JQ!!IBzWLUs!XOeLxtW2Yo3fHtJRL9jxWCqp-nOJTOqvC76Mr73PgTCQ2NLjG1UQ2KN073zf7itrHZ11WY-cOoI96llg6b6p-NY$" rel="noopener noreferrer" style="border: 0px; color: black; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Semyon Malamud</a>; <a class="x_trout" data-auth="NotApplicable" data-linkindex="162" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Kangying*20Zhou__;JQ!!IBzWLUs!XOeLxtW2Yo3fHtJRL9jxWCqp-nOJTOqvC76Mr73PgTCQ2NLjG1UQ2KN073zf7itrHZ11WY-cOoI96llgRoBQ1yE$" rel="noopener noreferrer" style="border: 0px; color: black; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Kangying Zhou</a><br /><br /></span></td></tr><tr><td style="vertical-align: top; width: 7em;"><span style="font-size: medium;"><br /><br /><br /></span></td><td><span style="font-size: medium;">The extant literature predicts market returns with “simple” models that use only a few parameters. Contrary to conventional wisdom, we theoretically prove that simple models severely understate return predictability compared to “complex” models in which the number of parameters exceeds the number of observations. We empirically document the virtue of complexity in US equity market return prediction. Our findings establish the rationale for modeling expected returns through machine learning.</span></td></tr><tr><td style="vertical-align: top; width: 7em;"><span style="font-size: medium;"><br /></span></td><td><span style="font-size: medium;"><br /></span></td></tr><tr><td style="vertical-align: top; width: 7em;"><span style="font-size: medium;"><br /></span></td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="164" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:nbr:nberwo:30217&r=__;!!IBzWLUs!XOeLxtW2Yo3fHtJRL9jxWCqp-nOJTOqvC76Mr73PgTCQ2NLjG1UQ2KN073zf7itrHZ11WY-cOoI96llgpwJ-ydk$" rel="noopener noreferrer" style="border: 0px; color: black; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank"><span style="font-size: medium;">http://d.repec.org/n?u=RePEc:nbr:nberwo:30217&r=</span></a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-35926770541258245182022-08-10T04:52:00.000-07:002022-08-10T04:52:35.056-07:00Instrumental Variables in Practical Application<p>I have always been fascinated by Alwyn Young's paper, <span style="text-indent: -12.0667px;">"</span><a href="https://personal.lse.ac.uk/YoungA/CWOI.pdf" style="color: blue; text-indent: -12.0667px;">Consistency without Inference: Instrumental Variables in Practical Application</a><span style="text-indent: -12.0667px;">."</span><span style="text-indent: -12.0667px;"> </span><span style="text-indent: -12.0667px;"> </span><a href="https://personal.lse.ac.uk/YoungA/CWOIOnLineAppendix.pdf" style="color: blue; text-indent: -12.0667px;">On-line appendix</a><span style="text-indent: -12.0667px;">. </span><span style="text-indent: -12.0667px;">Glad to see that it's now published in the </span><span style="text-indent: -12.0667px;"><i>European Economic Review</i>. Note the key role of non-white disturbances.</span></p><p><span style="text-indent: -12.0667px;">From the intro:</span></p><p><span style="text-indent: -12.0667px;"></span></p><blockquote>The economics profession is in the midst of a “credibility revolution” (Angrist and Pischke 2010) in which careful research design has become firmly established as a necessary characteristic of applied work. A key element in this revolution has been the use of instruments to identify causal effects free of the potential biases carried by endogenous ordinary least squares regressors. The growing emphasis on research design has not gone hand in hand, however, with equal demands on the quality of inference. Despite the widespread use of Eicker (1963)-Hinkley (1977)-White (1980) heteroskedasticity robust covariance estimates and their clustered extensions, the implications of non-iid error processes for the quality of inference, and their interaction in this regard with regression and research design, has not received the attention it deserves. Heteroskedastic and correlated errors in highly leveraged regressions produce test statistics whose dispersion is typically much greater than believed, exaggerating the statistical significance of both 1st and 2nd stage tests, while lowering power to detect meaningful alternatives. Furthermore, the bias of 2SLS relative to OLS rises as predicted second stage values are increasingly determined by the realization of a few errors, thereby eliminating much of the benefit of IV. This paper shows that these problems exist in a substantial fraction of published work. </blockquote><p></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-9316869846444146882022-06-11T10:26:00.012-07:002022-06-21T12:07:54.297-07:00Great Summer Courses in Glasgow<div><br /></div><div>Summer School Sept 5-9, Adam Smith Business School, University of Glasgow:</div><div><br /></div><div>Kamil Yilmaz will teach a two-day Network Connectedness course Sept 5-6, covering both methods and applications ("Financial and Macroeconomic Connectedness: A Network Approach to Measurement and Monitoring").</div><div><br /></div><div>Refet Gurkaynak will teach a two-day High-Frequency Finance course Sept 7-8, again covering both methods and applications ("Asset Price Reactions to News: High Frequency Methods and Applications").<br /><br /></div><div>Both courses will be helpful for researchers and policy analysts at universities, central banks, international policy institutes, and think tanks.</div><div><br /></div><div>Looks great!</div><div><a href="https://www.gla.ac.uk/schools/business/events/empiricalmethodssummerschool/">https://www.gla.ac.uk/schools/business/events/empiricalmethodssummerschool/</a></div><div><br /></div>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-6812752437465873132022-02-28T04:22:00.003-08:002022-03-01T04:01:05.845-08:00New and Novel ARCH Model Application (Seriously)<p> <a class="x_trout" data-auth="NotApplicable" data-linkindex="55" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:iza:izadps:dp15001__;!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BcyXetyq$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">The Variability and Volatility of Sleep: An Archetypal Approach</a></p><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;">By:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="56" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Hamermesh,*20DanielS.__;JQ!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BY6TKKJz$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Hamermesh, Daniel S.</a> (Barnard College); <a class="x_trout" data-auth="NotApplicable" data-linkindex="57" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Pfann,*20Gerard*20A.__;JSU!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BVXMAxXl$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Pfann, Gerard A.</a> (Maastricht University)</td></tr><tr><td style="vertical-align: top; width: 7em;">Abstract:</td><td>Using Dutch time-diary data from 1975-2005 covering over 10,000 respondents for 7 consecutive days each, we show that individuals' sleep time exhibits both variability and volatility characterized by stationary autoregressive conditional heteroscedasticity: The absolute values of deviations from a person's average sleep on one day are positively correlated with those on the next day. Sleep is more variable on weekends and among people with less education, who are younger and who do not have young children at home. Volatility is greater among parents with young children, slightly greater among men than women, but independent of other demographics. A theory of economic incentives to minimize the dispersion of sleep predicts that higher-wage workers will exhibit less dispersion, a result demonstrated using extraneous estimates of earnings equations to impute wage rates. Volatility in sleep spills over onto volatility in other personal activities, with no reverse causation onto sleep. The results illustrate a novel dimension of economic inequality and could be applied to a wide variety of human behavior and biological processes.</td></tr><tr><td style="vertical-align: top; width: 7em;">Keywords:</td><td>time use, ARCH, economic incentives in biological processes, volatility</td></tr><tr><td style="vertical-align: top; width: 7em;">JEL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="58" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?jel=C22*20J22*20I14__;JSU!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6Bb2O-TXq$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">C22 J22 I14</a></td></tr><tr><td style="vertical-align: top; width: 7em;">Date:</td><td>2022–01</td></tr><tr><td style="vertical-align: top; width: 7em;">URL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="59" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:iza:izadps:dp15001&r=&r=ets__;!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BVDIbCSx$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">http://d.repec.org/n?u=RePEc:iza:izadps:dp15001&r=&r=ets</a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-17021427685804953322022-02-28T04:12:00.002-08:002022-02-28T04:12:37.429-08:00Long-Memory Neural Nets<p> <a class="x_trout" data-auth="NotApplicable" data-linkindex="60" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:arx:papers:2201.05974__;!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6Bak6piKn$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Fractional SDE-Net: Generation of Time Series Data with Long-term Memory</a></p><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;">By:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="61" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Kohei*20Hayashi__;JQ!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BdCrz0TW$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Kohei Hayashi</a>; <a class="x_trout" data-auth="NotApplicable" data-linkindex="62" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Kei*20Nakagawa__;JQ!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BSDH6AU9$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Kei Nakagawa</a></td></tr><tr><td style="vertical-align: top; width: 7em;">Abstract:</td><td>In this paper, we focus on generation of time-series data using neural networks. It is often the case that input time-series data, especially taken from real financial markets, is irregularly sampled, and its noise structure is more complicated than i.i.d. type. To generate time series with such a property, we propose fSDE-Net: neural fractional Stochastic Differential Equation Network. It generalizes the neural SDE model by using fractional Brownian motion with Hurst index larger than half, which exhibits long-term memory property. We derive the solver of fSDE-Net and theoretically analyze the existence and uniqueness of the solution to fSDE-Net. Our experiments demonstrate that the fSDE-Net model can replicate distributional properties well.</td></tr><tr><td style="vertical-align: top; width: 7em;">Date:</td><td>2022–01</td></tr><tr><td style="vertical-align: top; width: 7em;">URL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="63" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:arx:papers:2201.05974&r=&r=ets__;!!IBzWLUs!FvTNnOrKcEHEp7RDSPF09ONrIDVS6WgE2QzQv_pR7UYWUi1hNdTP9tnX6kY6BYOdcl_Y$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">http://d.repec.org/n?u=RePEc:arx:papers:2201.05974&r=&r=ets</a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-1878033233809828242022-02-22T04:21:00.000-08:002022-02-22T04:21:39.000-08:00Range-Based ("Candlestick") Volatility Estimation Slides<p><br /></p><p><br /></p><p> </p><p align="center" class="MsoNormal" style="text-align: center;"><b><span style="font-size: 36.0pt; line-height: 107%;">Reading the Candlesticks:<o:p></o:p></span></b></p>
<p align="center" class="MsoNormal" style="text-align: center;"><b><span style="font-size: 36.0pt; line-height: 107%;">An OK Estimator for Volatility<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></b></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">Paper by J. Li, D. Wang and Q. Zhang
(LWZ)<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">Discussion by F.X. Diebold<br />
<br />
Society for Financial Econometrics<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">February 21, 2002<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<span style="font-family: "Calibri",sans-serif; font-size: 28.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"><br clear="all" style="page-break-before: always;" />
</span>
<p align="center" class="MsoNormal" style="text-align: center;"><b><span style="font-size: 36.0pt; line-height: 107%;">Reading the Candlesticks:<o:p></o:p></span></b></p>
<p align="center" class="MsoNormal" style="text-align: center;"><b><span style="font-size: 36.0pt; line-height: 107%;">An OK Estimator for Volatility<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></b></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">Paper by J. Li, D. Wang and Q. Zhang
(LWZ)<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">Discussion by F.X. Diebold<br />
<br />
Society for Financial Econometrics<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">February 21, 2002<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 28.0pt; line-height: 107%;">(***) Consider a different title…<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">Classic
Traditions: University of Chicago, <i style="mso-bidi-font-style: normal;">Journal
of Business</i>, Al Madansky, …<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpFirst" style="margin-left: .75in; mso-add-space: auto; mso-list: l1 level1 lfo2; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">CLI, CCI analyses related to modern
macro/BC nowcasting (Zarnowitz, Neftci, ...)<o:p></o:p></span></p>
<p class="MsoListParagraphCxSpLast" style="margin-left: .75in; mso-add-space: auto; mso-list: l1 level1 lfo2; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">Range-based volatility estimation related
to modern financial volatility nowcasting <br clear="all" style="mso-special-character: line-break; page-break-before: always;" />
<o:p></o:p></span></p>
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</span>Value<span style="letter-spacing: 1.35pt;"> </span>Method<span style="letter-spacing: 1.35pt;"> </span>for<span style="letter-spacing: 1.35pt;"> </span>Estimating<span style="letter-spacing: 1.35pt;"> </span>the<span style="letter-spacing: 1.35pt;"> </span>Variance<span style="letter-spacing: 1.35pt;"> </span>of<span style="letter-spacing: 1.35pt;"> </span>the<span style="letter-spacing: 1.35pt;"> </span>Rate<span style="letter-spacing: 1.35pt;"> </span>of<span style="letter-spacing: 1.35pt;"> </span>Return<span style="letter-spacing: .05pt;">
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<p class="MsoNormal" style="line-height: 133%; margin-bottom: 0in; margin-left: 5.0pt; margin-right: 20.25pt; margin-top: 3.2pt; mso-layout-grid-align: none; mso-line-break-override: restrictions; punctuation-wrap: simple; text-autospace: none;"><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 110%;">Author(s):<span style="letter-spacing: 1.45pt;"> </span>Michael<span style="letter-spacing: 1.35pt;">
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<p class="MsoNormal" style="line-height: 133%; margin-bottom: 0in; margin-left: 5.0pt; margin-right: 5.55pt; margin-top: .05pt; mso-layout-grid-align: none; mso-line-break-override: restrictions; punctuation-wrap: simple; text-autospace: none;"><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 115%;">Source:<span style="letter-spacing: 1.2pt;"> </span><i>The<span style="letter-spacing: 1.2pt;"> </span>Journal<span style="letter-spacing: 1.2pt;"> </span></i></span><i><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 120%;">of<span style="letter-spacing: 1.05pt;"> </span></span></i><i><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 115%;">Business<span style="letter-spacing: -.95pt;"> </span></span></i><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 120%;">,<span style="letter-spacing: 1.05pt;"> </span></span><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 115%;">Jan.,<span style="letter-spacing: 1.2pt;"> </span>1980,<span style="letter-spacing: 1.2pt;"> </span>Vol.<span style="letter-spacing: 1.2pt;"> </span>53,<span style="letter-spacing: 1.2pt;"> </span>No.<span style="letter-spacing: 1.2pt;"> </span>1<span style="letter-spacing: 1.2pt;"> </span>(Jan.,<span style="letter-spacing: 1.2pt;"> </span>1980),<span style="letter-spacing: 1.2pt;"> </span>pp.<span style="letter-spacing: 1.2pt;"> </span>61-65<span style="letter-spacing: 1.2pt;"> <o:p></o:p></span></span></p>
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</w:anchorlock></w:wrap></v:path></v:polyline><!--[if mso & !supportInlineShapes & supportFields]><v:shape id="_x0000_i1026"
type="#_x0000_t75" style='width:523pt;height:.05pt'>
<v:imagedata croptop="-65520f" cropbottom="65520f"/>
</v:shape><span style='mso-element:field-end'></span><![endif]--><span style="font-family: "Times New Roman",serif; font-size: 20.0pt;"><o:p></o:p></span></p>
<p class="MsoNormal" style="line-height: 133%; margin-bottom: 0in; margin-left: 5.0pt; margin-right: 84.25pt; margin-top: 3.2pt; mso-layout-grid-align: none; mso-line-break-override: restrictions; punctuation-wrap: simple; text-autospace: none;"><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 110%;">On<span style="letter-spacing: 1.3pt;"> </span>the<span style="letter-spacing: 1.35pt;"> </span>Estimation<span style="letter-spacing: 1.35pt;"> </span>of<span style="letter-spacing: 1.35pt;"> </span>Security<span style="letter-spacing: 1.35pt;"> </span>Price<span style="letter-spacing: 1.35pt;">
</span>Volatilities<span style="letter-spacing: 1.35pt;"> </span>from<span style="letter-spacing: 1.35pt;"> </span>Historical<span style="letter-spacing: 1.35pt;"> </span>Data<span style="letter-spacing: -.45pt;"> <o:p></o:p></span></span></p>
<p class="MsoNormal" style="line-height: 133%; margin-bottom: 0in; margin-left: 5.0pt; margin-right: 84.25pt; margin-top: 3.2pt; mso-layout-grid-align: none; mso-line-break-override: restrictions; punctuation-wrap: simple; text-autospace: none;"><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 110%;">Author(s):<span style="letter-spacing: 1.45pt;"> </span>Mark<span style="letter-spacing: 1.35pt;"> </span>B.<span style="letter-spacing: 1.35pt;"> </span>Garman<span style="letter-spacing: 1.35pt;">
</span>and<span style="letter-spacing: 1.35pt;"> </span>Michael<span style="letter-spacing: 1.35pt;"> </span></span><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 140%;">J.<span style="letter-spacing: .45pt;"> </span></span><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 110%;">Klass<o:p></o:p></span></p>
<p class="MsoNormal" style="line-height: 133%; margin-bottom: 0in; margin-left: 5.0pt; margin-right: 5.55pt; margin-top: .05pt; mso-layout-grid-align: none; mso-line-break-override: restrictions; punctuation-wrap: simple; text-autospace: none;"><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 115%;">Source:<span style="letter-spacing: 1.2pt;"> </span><i>The<span style="letter-spacing: 1.2pt;"> </span>Journal<span style="letter-spacing: 1.2pt;"> </span></i></span><i><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 120%;">of<span style="letter-spacing: 1.05pt;"> </span></span></i><i><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 115%;">Business<span style="letter-spacing: -.95pt;"> </span></span></i><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 120%;">,<span style="letter-spacing: 1.05pt;"> </span></span><span style="font-family: "Book Antiqua",serif; font-size: 20.0pt; line-height: 133%; mso-bidi-font-family: "Book Antiqua"; mso-font-width: 115%;">Jan.,<span style="letter-spacing: 1.2pt;"> </span>1980,<span style="letter-spacing: 1.2pt;"> </span>Vol.<span style="letter-spacing: 1.2pt;"> </span>53,<span style="letter-spacing: 1.2pt;"> </span>No.<span style="letter-spacing: 1.2pt;"> </span>1<span style="letter-spacing: 1.2pt;"> </span>(Jan.,<span style="letter-spacing: 1.2pt;"> </span>1980),<span style="letter-spacing: 1.2pt;"> </span>pp.<span style="letter-spacing: 1.2pt;"> </span>67-78<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">Others have extended:<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpFirst" style="margin-left: .75in; mso-add-space: auto; mso-list: l1 level1 lfo2; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">HLC-based estimation (e.g., Beckers,
1983; Rogers and Satchell, 1991)<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpLast" style="margin-left: .75in; mso-add-space: auto; mso-list: l1 level1 lfo2; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">HLOC-based estimation (e.g., Yang and
Zhang, 2000) <br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">(***) Should
be discussed<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">In Yang and Zhang (2000):<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">VOL = O - .383</span><!--[if gte msEquation 12]><m:oMath><i
style='mso-bidi-font-style:normal'><span style='font-size:36.0pt;line-height:
107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
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</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">C +
1.364</span><!--[if gte msEquation 12]><m:oMath><i style='mso-bidi-font-style:
normal'><span style='font-size:36.0pt;line-height:107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
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</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">HL +
0.019</span><!--[if gte msEquation 12]><m:oMath><i style='mso-bidi-font-style:
normal'><span style='font-size:36.0pt;line-height:107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
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</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">HLC<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">(***) LWZ results have strong
resemblance <o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;"><br />
In LWZ:<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">VOL<span style="mso-spacerun: yes;">
</span>= λ1</span><!--[if gte msEquation 12]><m:oMath><i style='mso-bidi-font-style:
normal'><span style='font-size:36.0pt;line-height:107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
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</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">(H-L)
+ λ2</span><!--[if gte msEquation 12]><m:oMath><i style='mso-bidi-font-style:
normal'><span style='font-size:36.0pt;line-height:107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
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</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman"; mso-fareast-theme-font: minor-fareast;">|</span><span style="font-size: 36.0pt; line-height: 107%;">C-O| (by assumption)<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">(***) Restrictive ?<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">VOL* = 0.811</span><!--[if gte msEquation 12]><m:oMath><i
style='mso-bidi-font-style:normal'><span style='font-size:36.0pt;line-height:
107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
<v:imagedata chromakey="white" o:title="" src="file:///C:/Users/fdiebold/AppData/Local/Temp/msohtmlclip1/01/clip_image002.png">
</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">(H-L)
– 0.369</span><!--[if gte msEquation 12]><m:oMath><i style='mso-bidi-font-style:
normal'><span style='font-size:36.0pt;line-height:107%;font-family:"Cambria Math",serif'><m:r>·</m:r></span></i></m:oMath><![endif]--><!--[if !msEquation]--><span style="font-family: "Calibri",sans-serif; font-size: 11.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin; mso-text-raise: -11.5pt; position: relative; top: 11.5pt;"><v:shape id="_x0000_i1025" style="height: 45.75pt; width: 10.5pt;" type="#_x0000_t75">
<v:imagedata chromakey="white" o:title="" src="file:///C:/Users/fdiebold/AppData/Local/Temp/msohtmlclip1/01/clip_image002.png">
</v:imagedata></v:shape></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">|C-O|<br clear="all" style="mso-special-character: line-break; page-break-before: always;" />
<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">How does the range fit in?<br />
<br />
</span><span style="font-size: 34.0pt; line-height: 107%;">Efficiency hierarchy
(worst to best):<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 34.0pt; line-height: 107%;">r^2<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 34.0pt; line-height: 107%;">|r|<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 34.0pt; line-height: 107%;">HL range<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 34.0pt; line-height: 107%;">HLC<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 34.0pt; line-height: 107%;">HLOC<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 34.0pt; line-height: 107%;">“large-k” RV<br clear="all" style="mso-special-character: line-break; page-break-before: always;" />
<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">r^2 or |r|:<span style="mso-spacerun: yes;"> </span>r=0 implies vol=0<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="mso-no-proof: yes;"><v:shape id="Picture_x0020_8" o:spid="_x0000_i1025" style="height: 336.75pt; mso-wrap-style: square; visibility: visible; width: 570pt;" type="#_x0000_t75">
<v:imagedata o:title="" src="file:///C:/Users/fdiebold/AppData/Local/Temp/msohtmlclip1/01/clip_image003.png">
</v:imagedata></v:shape></span><span style="font-size: 36.0pt; line-height: 107%;"><br clear="all" style="mso-special-character: line-break; page-break-before: always;" />
<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">r^2 or |r|: Even when r non-zero,
very different paths can be scored the same</span><o:wrapblock><v:shape id="Picture_x0020_9" o:spid="_x0000_s1028" style="height: 334.1pt; left: 0; margin-left: 6.2pt; margin-top: -5in; mso-height-percent: 0; mso-height-percent: 0; mso-height-relative: margin; mso-position-horizontal-relative: margin; mso-position-horizontal: absolute; mso-position-vertical-relative: bottom-margin-area; mso-position-vertical: absolute; mso-width-percent: 0; mso-width-percent: 0; mso-width-relative: margin; mso-wrap-distance-bottom: 0; mso-wrap-distance-left: 9pt; mso-wrap-distance-right: 9pt; mso-wrap-distance-top: 0; mso-wrap-style: square; position: absolute; text-align: left; visibility: visible; width: 635.75pt; z-index: 251658240;" type="#_x0000_t75">
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<w:wrap anchorx="margin" anchory="margin" type="topAndBottom">
</w:wrap></v:imagedata></v:shape></o:wrapblock><br clear="ALL" style="mso-ignore: vglayout;" />
<span style="font-size: 36.0pt; line-height: 107%;"><o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">Range:<span style="mso-spacerun: yes;"> </span>The key vol info is embedded<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><o:wrapblock><v:shape id="Picture_x0020_10" o:spid="_x0000_s1027" style="height: 334.1pt; left: 0; margin-left: 6.5pt; margin-top: -5in; mso-height-percent: 0; mso-height-percent: 0; mso-height-relative: margin; mso-position-horizontal-relative: margin; mso-position-horizontal: absolute; mso-position-vertical-relative: bottom-margin-area; mso-position-vertical: absolute; mso-width-percent: 0; mso-width-percent: 0; mso-width-relative: margin; mso-wrap-distance-bottom: 0; mso-wrap-distance-left: 9pt; mso-wrap-distance-right: 9pt; mso-wrap-distance-top: 0; mso-wrap-style: square; position: absolute; text-align: left; visibility: visible; width: 635.75pt; z-index: 251659264;" type="#_x0000_t75">
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<o:lock aspectratio="f" v:ext="edit">
<w:wrap anchorx="margin" anchory="margin" type="topAndBottom">
</w:wrap></o:lock></v:imagedata></v:shape></o:wrapblock><br clear="ALL" style="mso-ignore: vglayout;" />
<span style="color: white; font-size: 36.0pt; line-height: 107%; mso-themecolor: background1;">different
days can be scored the same<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><o:wrapblock><v:shape id="Picture_x0020_11" o:spid="_x0000_s1026" style="height: 334.1pt; left: 0; margin-left: 6.5pt; margin-top: -5in; mso-height-percent: 0; mso-height-percent: 0; mso-height-relative: margin; mso-position-horizontal-relative: text; mso-position-horizontal: absolute; mso-position-vertical-relative: bottom-margin-area; mso-position-vertical: absolute; mso-width-percent: 0; mso-width-percent: 0; mso-width-relative: margin; mso-wrap-distance-bottom: 0; mso-wrap-distance-left: 9pt; mso-wrap-distance-right: 9pt; mso-wrap-distance-top: 0; mso-wrap-style: square; position: absolute; text-align: left; visibility: visible; width: 668.9pt; z-index: 251660288;" type="#_x0000_t75">
<v:imagedata o:title="" src="file:///C:/Users/fdiebold/AppData/Local/Temp/msohtmlclip1/01/clip_image006.png">
<w:wrap anchory="margin" type="topAndBottom">
</w:wrap></v:imagedata></v:shape></o:wrapblock><br clear="ALL" style="mso-ignore: vglayout;" />
<span style="font-size: 36.0pt; line-height: 107%;">Range: Even the range can be
tricked<br />
(Only large-k RV can’t be tricked…)<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">Why care about the range?<o:p></o:p></span></p>
<p align="center" class="MsoNormal" style="text-align: center;"><span style="font-size: 36.0pt; line-height: 107%;">(if only large-k RV can’t be
tricked…)<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpFirst" style="mso-list: l0 level1 lfo1; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">Effortless yet highly efficient<span style="mso-spacerun: yes;"> </span><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpMiddle" style="mso-list: l0 level1 lfo1; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">Robust to microstructure noise<br />
(bias is just average B/A spread) <o:p></o:p></span></p>
<p class="MsoListParagraphCxSpLast" style="mso-list: l0 level1 lfo1; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">Available over long historical
periods<br />
(and risk premia are all about recessions) <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">Also, using
range improves large-k RV<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">Christensen
and Podolskij (2007) <br />
(* Needs more discussion)<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">Not so
compelling in large-k contexts?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<span style="font-family: "Calibri",sans-serif; font-size: 36.0pt; line-height: 107%; mso-ansi-language: EN-US; mso-ascii-theme-font: minor-latin; mso-bidi-font-family: "Times New Roman"; mso-bidi-language: AR-SA; mso-bidi-theme-font: minor-bidi; mso-fareast-font-family: Calibri; mso-fareast-language: EN-US; mso-fareast-theme-font: minor-latin; mso-hansi-theme-font: minor-latin;"><br clear="all" style="mso-special-character: line-break; page-break-before: always;" />
</span>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">What to do
when you can’t do <br />
(or don’t want to do) large-k RV?<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpFirst" style="mso-list: l0 level1 lfo1; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">Fixed(small)-k r^2-based RV (Bollerslev,
Li and Liao, 2021 (BLL))<br style="mso-special-character: line-break;" />
<!--[if !supportLineBreakNewLine]--><br style="mso-special-character: line-break;" />
<!--[endif]--><o:p></o:p></span></p>
<p class="MsoListParagraphCxSpLast" style="mso-list: l0 level1 lfo1; text-indent: -.5in;"><!--[if !supportLists]--><span style="font-family: Wingdings; font-size: 36.0pt; line-height: 107%; mso-bidi-font-family: Wingdings; mso-fareast-font-family: Wingdings;"><span style="mso-list: Ignore;">n<span style="font: 7.0pt "Times New Roman";"> </span></span></span><!--[endif]--><span style="font-size: 36.0pt; line-height: 107%;">Fixed(small)-k range-based RV (LWZ)<br />
(More compelling than large-k range-based RV:<span style="mso-spacerun: yes;">
</span>Efficiency, robustness, …)<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 36.0pt; line-height: 107%;">RV Volatility
Proxies and Treatment of k<o:p></o:p></span></p>
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; mso-border-alt: solid windowtext .5pt; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1184;">
<tbody><tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.8pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;"><span style="mso-spacerun: yes;">
</span><span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>k:<o:p></o:p></span></p>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">Large k<o:p></o:p></span></p>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">Fixed(Small) k<o:p></o:p></span></p>
</td>
</tr>
<tr style="mso-yfti-irow: 1;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.8pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">Vol Proxy:<o:p></o:p></span></p>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><i><span style="font-size: 24.0pt;"><o:p> </o:p></span></i></p>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><i><span style="font-size: 24.0pt;"><o:p> </o:p></span></i></p>
</td>
</tr>
<tr style="mso-yfti-irow: 2;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.8pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">r^2<o:p></o:p></span></p>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">ABDL 2001<o:p></o:p></span></p>
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">BNS 2002<o:p></o:p></span></p>
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">ABDL 2003<o:p></o:p></span></p>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">BLL 2021<o:p></o:p></span></p>
</td>
</tr>
<tr style="mso-yfti-irow: 3; mso-yfti-lastrow: yes;">
<td style="border-top: none; border: solid windowtext 1.0pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.8pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">Range<o:p></o:p></span></p>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="font-size: 24.0pt;">CP 2007<o:p></o:p></span></p>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0in 5.4pt 0in 5.4pt; width: 215.85pt;" valign="top" width="288">
<p class="MsoNormal" style="line-height: normal; margin-bottom: 0in;"><span style="color: red; font-size: 24.0pt;">LWZ 2022</span><span style="font-size: 24.0pt;"><o:p></o:p></span></p>
</td>
</tr>
</tbody></table>
<p class="MsoNormal"><span style="color: white; font-size: 20.0pt; line-height: 107%; mso-color-alt: windowtext;"><br />
</span><span style="font-size: 20.0pt; line-height: 107%;">ABDL 2001 <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Andersen,
Bollerslev, Diebold and Labys, <i>JASA</i><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 20.0pt; line-height: 107%;">BNS 2002 <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Barndorff-Nielsen
and Shephard, <i>JRSS</i> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 20.0pt; line-height: 107%;">ABDL 2003 <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Andersen,
Bollerslev, Diebold and Labys, <i>Ectca</i><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 20.0pt; line-height: 107%;">CP 2007 <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Christensen
and Podolskij, <i>JoE </i><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size: 20.0pt; line-height: 107%;">BLL 2021 <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Bollerslev,
Li, and Liao, <i>JoE</i><o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: red; font-size: 20.0pt; line-height: 107%;">LWZ
2022<span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span>Li, Wang and Zhang, unpublished – NICE!</span><span style="font-size: 36.0pt; line-height: 107%;"><o:p></o:p></span></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-13080898061602784172022-02-19T06:26:00.000-08:002022-02-19T06:26:27.473-08:00Range-Based Volatility Seminar, MONDAY 2/21<p><span style="background-color: white; border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span>Should be very fun! <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span></span></p><div style="background-color: white; border: 0px; color: #201f1e; font-family: "Segoe UI", "Segoe UI Web (West European)", "Segoe 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line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: darkorange; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><strong>SoFiE Seminar</strong></span></span><br aria-hidden="true" /> <br aria-hidden="true" /><span style="border: 0px; color: inherit; font-family: inherit; font-size: 20px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font-family: inherit; font-size: 18px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><strong>with Jia Li and Francis X. Diebold</strong><br aria-hidden="true" /><em><strong></strong></em></span></span><i><span lang="IT-CH" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></i><b><span lang="IT-CH" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></b><b><span lang="IT-CH" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></b><br aria-hidden="true" /><b><span lang="IT-CH" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></b><div align="left" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><table align="left" border="0" cellpadding="0" cellspacing="0" class="x_x_MsoNormalTable" style="border-collapse: collapse; font: inherit; margin: 6.2pt 7.5pt; width: 100%px;"><tbody><tr><td valign="top"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Host:</span></span></td><td valign="top"><a data-auth="NotApplicable" data-linkindex="0" href="https://urldefense.com/v3/__https://www.chicagobooth.edu/faculty/directory/x/dacheng-xiu__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf27qIaJMU$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">Dacheng Xiu</a> (<a data-auth="NotApplicable" data-linkindex="1" href="https://urldefense.com/v3/__https://www.chicagobooth.edu/__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf2-cUisai$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">The University of Chicago Booth School of Business</a>)</td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Presenter:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><a data-auth="NotApplicable" data-linkindex="2" href="https://urldefense.com/v3/__https://myrenegarcia.com/__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf25tNFVR8$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><br aria-hidden="true" /></a></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span><a data-auth="NotApplicable" data-linkindex="3" href="https://urldefense.com/v3/__https://sites.google.com/view/jiali/home__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf24Ikmdik$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">Jia Li</a> (<a data-auth="NotApplicable" data-linkindex="4" href="https://urldefense.com/v3/__https://duke.edu/__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf23bVRZst$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">Duke University</a>)</p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><a data-auth="NotApplicable" data-linkindex="5" href="https://urldefense.com/v3/__https://myrenegarcia.com/__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf25tNFVR8$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></a><a data-auth="NotApplicable" data-linkindex="6" href="https://urldefense.com/v3/__https://en.sceco.umontreal.ca/__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf28mT55Ru$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span lang="FR" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></a><span lang="FR" style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></p></td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Paper:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><a data-auth="NotApplicable" data-linkindex="7" href="https://urldefense.com/v3/__https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3649065__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf2w0V_mGB$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></a><a data-auth="NotApplicable" data-linkindex="8" href="https://urldefense.com/v3/__https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3838231__;!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf2zmd7-0Z$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">"Reading the Candlesticks: An OK Estimator for Volatility"</a><br aria-hidden="true" /></p></td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Discussant:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><a data-auth="NotApplicable" data-linkindex="9" href="http://www.ssc.upenn.edu/~fdiebold" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">Francis X. Diebold</a> (<a data-auth="NotApplicable" data-linkindex="10" href="https://urldefense.com/v3/__https://www.usi.ch/en?_gl=1*2A10zurtw*2A_ga*2ANzg3NTc1NzY2LjE2Mjg2MjI2MDQ.*2A_ga_89Y0EEKVWP*2AMTYyODYyMjYwNC4xLjAuMTYyODYyMjYwNC42MA..&_ga=2.243922501.1175112803.1628622604-787575766.1628622604__;JSUlJSU!!IBzWLUs!ExaGNZytyCC4BoFHnnjiTS31nSKBtH_CAWs8zPBizIteGK0qSFi38q60CuLf26rDKEuE$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">University of Pennsylvania</a>)<br aria-hidden="true" /></span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></p></td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Date:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span>February 21, 2022</span></p></td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Time:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">11am New York / 8am San Diego / 4pm London / 5pm Paris / 12am Beijing</span></p></td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Zoom Link:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><a class="x_x_moz-txt-link-freetext" data-auth="NotApplicable" data-linkindex="11" href="https://nyu.zoom.us/j/93619106089" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">https://nyu.zoom.us/j/93619106089</a><br aria-hidden="true" /></p></td></tr><tr><td style="padding: 0.75pt; width: 103.2px;" width="20%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="color: #505050;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Recording:</span></span></p></td><td style="padding: 0.75pt; width: 418.8px;" width="80%"><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">A link to a video recording will soon after the event.</span></p></td></tr></tbody></table><b><u><span style="border: 0px; font-family: Verdana, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></u></b></div><br aria-hidden="true" /><p align="center" class="x_x_MsoNormalCxSpMiddle" style="line-height: 19.5px; margin-bottom: 12pt; margin-top: 0px;"><b><span lang="IT-CH" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><br aria-hidden="true" />SoFiE Seminar Submissions<br aria-hidden="true" /></span></b></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">The SoFiE Seminar Series welcomes the submission of papers on any aspect of financial econometrics for possible inclusion in the series. Submissions will be reviewed by the Series’ scientific committee and will be considered on a rolling basis; there is no deadline for submissions.</span></p><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span><div align="left" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><blockquote><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- To submit a paper, email a PDF version of the paper to</span><br aria-hidden="true" /><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><a data-auth="NotApplicable" data-linkindex="12" href="mailto:Sofie.Seminar.Submissions@gmail.com" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Sofie.Seminar.Submissions@gmail.com</span></span><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></a><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">.</span></span></span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- Complete papers are preferred to incomplete papers or summaries.</span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- Submissions do not need to be blinded.</span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- Papers should not already be accepted for publication when submitted, though they can have been presented in other seminar series or conferences/workshops.</span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- Due to resource constraints, it is impossible to respond to everyone who submits a paper; you will be contacted only if your paper is selected for inclusion in the series.</span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- Submissions from junior authors and members of groups that are under-represented in the field are particularly encouraged.</span></p><p class="x_x_MsoNormal" style="margin-bottom: 0px; margin-top: 0px;"><span style="border: 0px; color: inherit; font-family: Arial, sans-serif, serif, EmojiFont; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">- Seminars are held every other Monday at 11am New York time.</span></p></blockquote></div><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span><span style="border: 0px; font-size: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: 20.8px; margin: 0px; padding: 0px; vertical-align: baseline;"></span><span style="border: 0px; color: inherit; font-family: inherit; font-size: 16px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><strong></strong></span><b><span lang="IT-CH" style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Zoom Invitation<br aria-hidden="true" /></span></b><br aria-hidden="true" />Hi there,<br aria-hidden="true" /><br aria-hidden="true" />You are invited to a Zoom webinar.<br aria-hidden="true" />When: Feb 21, 2022 11:00 AM Eastern Time (US and Canada)<br aria-hidden="true" />Topic: SoFiE Seminar - Jia Li and Francis X. Diebold - February 21 2022, 11:00am<br aria-hidden="true" /><br aria-hidden="true" />Please click the link below to join the webinar:<br aria-hidden="true" /><a class="x_x_moz-txt-link-freetext" data-auth="NotApplicable" data-linkindex="13" href="https://nyu.zoom.us/j/93619106089" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">https://nyu.zoom.us/j/93619106089</a><br aria-hidden="true" />Or One tap mobile :<br aria-hidden="true" /> US: +16465588656,,93619106089# or +13126266799,,93619106089#<br aria-hidden="true" />Or Telephone:<br aria-hidden="true" /> Dial(for higher quality, dial a number based on your current location):<br aria-hidden="true" /> US: +1 646 558 8656 or +1 312 626 6799 or +1 301 715 8592 or +1 669 900 6833 or +1 253 215 8782 or +1 346 248 7799<br aria-hidden="true" />Webinar ID: 936 1910 6089<br aria-hidden="true" /> International numbers available: <a class="x_x_moz-txt-link-freetext" data-auth="NotApplicable" data-linkindex="14" href="https://nyu.zoom.us/u/ayzBzK5qu" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">https://nyu.zoom.us/u/ayzBzK5qu</a><br aria-hidden="true" /><br aria-hidden="true" />Or an H.323/SIP room system:<br aria-hidden="true" /> H.323:<br aria-hidden="true" /> 162.255.37.11 (US West)<br aria-hidden="true" /> 162.255.36.11 (US East)<br aria-hidden="true" /> 221.122.88.195 (China)<br aria-hidden="true" /> 115.114.131.7 (India Mumbai)<br aria-hidden="true" /> 115.114.115.7 (India Hyderabad)<br aria-hidden="true" /> 213.19.144.110 (Amsterdam Netherlands)<br aria-hidden="true" /> 213.244.140.110 (Germany)<br aria-hidden="true" /> 103.122.166.55 (Australia Sydney)<br aria-hidden="true" /> 103.122.167.55 (Australia Melbourne)<br aria-hidden="true" /> 209.9.211.110 (Hong Kong SAR)<br aria-hidden="true" /> 149.137.40.110 (Singapore)<br aria-hidden="true" /> 64.211.144.160 (Brazil)<br aria-hidden="true" /> 149.137.68.253 (Mexico)<br aria-hidden="true" /> 69.174.57.160 (Canada Toronto)<br aria-hidden="true" /> 65.39.152.160 (Canada Vancouver)<br aria-hidden="true" /> 207.226.132.110 (Japan Tokyo)<br aria-hidden="true" /> 149.137.24.110 (Japan Osaka)<br aria-hidden="true" /> Meeting ID: 936 1910 6089<br aria-hidden="true" /> SIP: <a class="x_x_moz-txt-link-abbreviated x_x_moz-txt-link-freetext" data-auth="NotApplicable" data-linkindex="15" href="mailto:93619106089@zoomcrc.com" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">93619106089@zoomcrc.com</a><br aria-hidden="true" /><br aria-hidden="true" /> <br aria-hidden="true" /></div></div></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" id="x_x_templateFooter" style="background-color: #f2f2f2; border-bottom: 0px; border-collapse: collapse; border-top: 0px; font: inherit; width: 100%px;"><tbody><tr><td align="center" valign="top"><table border="0" cellpadding="0" cellspacing="0" class="x_x_templateContainer" style="border-collapse: collapse; font: inherit; width: 600px;"><tbody><tr><td class="x_x_footerContainer" style="padding-bottom: 10px; padding-top: 10px;" valign="top"><table border="0" cellpadding="0" cellspacing="0" class="x_x_mcnFollowBlock" style="border-collapse: collapse; font: inherit; width: 100%px;"><tbody class="x_x_mcnFollowBlockOuter"><tr><td align="center" class="x_x_mcnFollowBlockInner" style="padding: 9px;" valign="top"><table border="0" cellpadding="0" cellspacing="0" class="x_x_mcnFollowContentContainer" style="border-collapse: collapse; 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font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">sofie_members+unsubscribe@stern.nyu.edu</a>.</div>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-36481458117512801342022-02-12T05:01:00.003-08:002022-02-12T05:13:20.654-08:00Deep Recurrent Neural Nets with Long Short Term Memory<p> Again. LTSM may be emerging as very big deal in recurrent NN modeling. I blogged on it before (e.g. <a href="https://fxdiebold.blogspot.com/2022/01/more-on-long-short-term-memory.html">here</a>) but I still don't understand it deeply. Does anyone?</p><p>Maybe it's just a device for avoiding the vanishing-gradient problem (not that that isn't important); maybe it's more.</p><p>This new paper is very well done and features LSTM prominently.</p><div id="x_p3" style="background-color: white; border: 0px; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><a class="x_trout" data-auth="NotApplicable" data-linkindex="30" href="https://urldefense.com/v3/__http://econpapers.repec.org/RePEc:arx:papers:2201.00426__;!!IBzWLUs!BOSsM9_lmWUvXhm8ixE8MWDtIK2SfMw-kZasSBio0EqoC6QEx4vUaM5xKvi5WGjijGDU$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">The DONUT Approach to EnsembleCombination Forecasting</a></div><table style="background-color: white; color: #201f1e; font-family: verdana, arial, univers, helvetica, sans-serif, serif, EmojiFont; font-size: 15px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; padding-left: 0px;"><tbody><tr><td style="vertical-align: top; width: 7em;">By:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="31" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Lars*20Lien*20Ankile__;JSU!!IBzWLUs!BOSsM9_lmWUvXhm8ixE8MWDtIK2SfMw-kZasSBio0EqoC6QEx4vUaM5xKvi5WDD4UnP0$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Lars Lien Ankile</a>; <a class="x_trout" data-auth="NotApplicable" data-linkindex="32" href="https://urldefense.com/v3/__http://econpapers.repec.org/scripts/search.pf?aus=Kjartan*20Krange__;JQ!!IBzWLUs!BOSsM9_lmWUvXhm8ixE8MWDtIK2SfMw-kZasSBio0EqoC6QEx4vUaM5xKvi5WIuggy_x$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">Kjartan Krange</a></td></tr><tr><td style="vertical-align: top; width: 7em;">Abstract:</td><td>This paper presents an ensemble forecasting method that shows strong results on the M4Competition dataset by decreasing feature and model selection assumptions, termed DONUT(DO Not UTilize human assumptions). Our assumption reductions, consisting mainly of auto-generated features and a more diverse model pool for the ensemble, significantly outperforms the statistical-feature-based ensemble method FFORMA by Montero-Manso et al. (2020). Furthermore, we investigate feature extraction with a Long short-term memory Network(LSTM) Autoencoder and find that such features contain crucial information not captured by traditional statistical feature approaches. The ensemble weighting model uses both LSTM features and statistical features to combine the models accurately. Analysis of feature importance and interaction show a slight superiority for LSTM features over the statistical ones alone. Clustering analysis shows that different essential LSTM features are different from most statistical features and each other. We also find that increasing the solution space of the weighting model by augmenting the ensemble with new models is something the weighting model learns to use, explaining part of the accuracy gains. Lastly, we present a formal ex-post-facto analysis of optimal combination and selection for ensembles, quantifying differences through linear optimization on the M4 dataset. We also include a short proof that model combination is superior to model selection, a posteriori.</td></tr><tr><td style="vertical-align: top; width: 7em;">Date:</td><td>2022–01</td></tr><tr><td style="vertical-align: top; width: 7em;">URL:</td><td><a class="x_trout" data-auth="NotApplicable" data-linkindex="33" href="https://urldefense.com/v3/__http://d.repec.org/n?u=RePEc:arx:papers:2201.00426&r=&r=for__;!!IBzWLUs!BOSsM9_lmWUvXhm8ixE8MWDtIK2SfMw-kZasSBio0EqoC6QEx4vUaM5xKvi5WM9TasNd$" rel="noopener noreferrer" style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; text-decoration-color: rgb(0, 130, 65); vertical-align: baseline;" target="_blank">http://d.repec.org/n?u=RePEc:arx:papers:2201.00426&r=&r=for</a></td></tr></tbody></table>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-76823374250065276442022-02-09T09:14:00.003-08:002022-02-09T09:14:53.378-08:00Climate Policy Postdoc<p> <span style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;">The</span><span style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;"> </span><strong style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;">the newly established FutureLab at the Potsdam Institute for Climate Impact Research (PIK)</strong><span style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;"> is looking to hire a</span><span style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;"> </span><strong style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;">postdoctoral researcher on causal climate policy analysis</strong><span style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px;">.</span></p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;"><br aria-hidden="true" /></p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;">The successful candidate will be involved in a joint research project with Nicolas Koch (MCC and IZA) and Felix Pretis (University of Victoria and University of Oxford) that seeks to provide a global and cross-sectoral causal evaluation of effective climate policies. We expect the candidate to co-lead policy-oriented and data-intensive econometric research that builds on and further develops our prior work. The goal is to pair machine learning with program evaluation tools to estimate causal treatment effects in settings in which standard methods are limited.</p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;"><br aria-hidden="true" /></p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;">Criteria: <br aria-hidden="true" /></p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;"></p><div style="border: 0px; font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><ul><li>PhD (or be close to finishing their PhD) in economics or a related field,<br aria-hidden="true" /></li><li>strong skills in econometric methods as well as expertise and research interest in environmental and climate change economics,</li><li>strong coding skills are a prerequisite, especially in R<br aria-hidden="true" /></li></ul></div><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;">More information is available here: <a data-auth="NotApplicable" data-linkindex="0" href="https://urldefense.com/v3/__https://www.pik-potsdam.de/de/aktuelles/stellen/postdoctoral-position-on-causal-policy-analysis201d-m-f-d__;!!IBzWLUs!A60VQBn_-qjz_vRxqqEFMBfASNzsogLgx7pExUWi-9PU4BuNe-P4nKhs2ljPhYJcUeO_$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">https://www.pik-potsdam.de/de/aktuelles/stellen/postdoctoral-position-on-causal-policy-analysis201d-m-f-d</a> </p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;"><strong>Application deadline: March 15th, 2022</strong></p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;"><br aria-hidden="true" /></p><p style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 16px; margin-bottom: 0px; margin-top: 0px;">Feel free to reach out to Nicolas Koch (https://www.mcc-berlin.net/en/about/team/koch-nicolas.html) or myself for more details on the position.</p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-16370300267019923222022-02-08T06:41:00.000-08:002022-02-08T06:41:07.751-08:00Temperature Volatility and Asset Prices<p><span style="border: 0px; color: inherit; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Next </span><span style="border: 0px; color: inherit; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><b>Tuesday 15 February</b></span><span style="border: 0px; color: inherit; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> from 16.00-17.00 GMT. Atreya Dey (University of Edinburgh Business School) will be presenting: "<u>Nailing down volatile temperatures: Examining their effects on asset prices</u>". </span></p><div style="background-color: white; border: 0px; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Registration is </span><a data-auth="NotApplicable" data-linkindex="0" href="https://us02web.zoom.us/meeting/register/tZcldOygrjMsGNGQ6ht-eeSF91KB5KzSpLA6" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank" title="https://us02web.zoom.us/meeting/register/tZcldOygrjMsGNGQ6ht-eeSF91KB5KzSpLA6"><span style="border: 0px; color: inherit; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">now open</span></a><span style="border: 0px; color: inherit; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">. </span></div><div style="background-color: white; border: 0px; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><div style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><br aria-hidden="true" /></div><span style="border: 0px; color: inherit; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">After registering, you will receive a confirmation email containing information about joining the meeting.</span></div><div style="background-color: white; border: 0px; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font-size: 11pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><br /></span></div><div style="background-color: white; border: 0px; font-family: Calibri, Helvetica, sans-serif; font-size: 11pt; font-stretch: inherit; 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inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><div style="border: 0px; color: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><div style="border: 0px; color: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="color: #7f7f7f; font-family: Verdana; font-size: x-small;"><b>Angela Wenham</b></span><div style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="color: #7f7f7f; font-family: Verdana; font-size: x-small;">Communications and Office Manager</span></div><div style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="color: #7f7f7f; font-family: Verdana; font-size: x-small;">Climate Econometrics, </span><span style="color: #7f7f7f; font-family: Verdana; font-size: inherit; font-style: inherit; font-variant-caps: inherit; font-variant-ligatures: inherit; font-weight: inherit;">Nuffield College</span><span style="color: #7f7f7f; font-family: Verdana; font-size: inherit; font-style: inherit; font-variant-caps: inherit; font-variant-ligatures: inherit; font-weight: inherit;">, University of Oxford, 1 New Road, Oxford, OX1 1NF</span></div><div style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="font-family: Verdana; font-size: x-small;"><span style="color: #7f7f7f;"><a data-auth="NotApplicable" data-linkindex="1" href="https://urldefense.com/v3/__http://www.climateeconometrics.org/__;!!IBzWLUs!D8lghnfQSo0C_jOOeIzQNUeTVJGAoG_JjKIEdK_wRvDwYYN_YcLZdyMOHvkRTsm_p5Ta$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank">http://www.climateeconometrics.org/</a>; <a data-auth="NotApplicable" data-linkindex="2" href="https://urldefense.com/v3/__https://owa.nexus.ox.ac.uk/owa/redir.aspx?C=lo2hqowen0CTg9dU9qLvjyVatfbcktAI-5JjLPspwpMXgPDMJAYV7SA2ZoRZBoFgkEuz65u15uc.&URL=http*3a*2f*2fwww.inet.ox.ac.uk*2f__;JSUlJQ!!IBzWLUs!D8lghnfQSo0C_jOOeIzQNUeTVJGAoG_JjKIEdK_wRvDwYYN_YcLZdyMOHvkRTjJyae90$" rel="noopener noreferrer" style="border: 0px; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" tabindex="0" target="_blank">www.inet.ox.ac.uk</a> E: </span><a data-auth="NotApplicable" data-linkindex="3" href="https://urldefense.com/v3/__https://owa.nexus.ox.ac.uk/owa/redir.aspx?C=lo2hqowen0CTg9dU9qLvjyVatfbcktAI-5JjLPspwpMXgPDMJAYV7SA2ZoRZBoFgkEuz65u15uc.&URL=mailto*3aangela.wenham*40economics.ox.ac.uk__;JSU!!IBzWLUs!D8lghnfQSo0C_jOOeIzQNUeTVJGAoG_JjKIEdK_wRvDwYYN_YcLZdyMOHvkRTohSu1mC$" rel="noopener noreferrer" style="border: 0px; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" tabindex="0" target="_blank">angela.wenham@nuffield.ox.ac.uk</a><span style="color: #7f7f7f;">, +44 (0)1865 278654</span></span></div><div><span style="font-family: Verdana; font-size: x-small;"><span style="color: #7f7f7f;"><br /></span></span></div></div></div></div></div></div></div></div></div></div></div></div></div>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-65796846156824422302022-02-07T03:43:00.001-08:002022-02-07T03:43:11.371-08:00IAAE 2022 Deadline Very Soon!<p> <b style="color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; text-align: center;"><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 24pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">IAAE 2022 Annual Conference</span></b></p><p align="center" class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt; text-align: center;"><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 18pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">International Association for Applied Econometrics</span></b><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 12pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p align="center" class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt; text-align: center;"><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 22pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span></b></p><p align="center" class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt; text-align: center;"><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 22pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Call for Papers</span></b><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 12pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p align="center" class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt; text-align: center;"><b><span style="border: 0px; color: red; font-family: "Times New Roman", serif; font-size: 10pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Deadline for submission: February 15<sup>th</sup>, 2022</span></b><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 12pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p align="center" class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt; text-align: center;"><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 10pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span><b><span style="border: 0px; color: #111111; font-family: Palatino, serif; font-size: 10.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">King’s College London</span></b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 10pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p align="center" class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt; text-align: center;"><b><span style="border: 0px; color: #111111; font-family: Palatino, serif; font-size: 10.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">June 21 - 24, 2022<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: Palatino, serif; font-size: 12pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span></b><b><span style="border: 0px; color: inherit; font-family: "Times New Roman", serif; font-size: 12pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">IAAE Lecture<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Joshua Angrist</span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">, Massachusetts Institute of Technology<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Invited Speakers<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Xiaohong Chen</span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">, Yale University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span lang="PT-BR" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Sílvia Gonçalves</span></b><span lang="PT-BR" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">, McGill University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span lang="PT-BR" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Jesús Gonzalo</span></b><span lang="PT-BR" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">, Universidad Carlos III de Madrid<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Refet S. Gürkaynak, </span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Bilkent University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Michael Keane, </span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">University of New South Wales<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Jonathan Wright, </span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Johns Hopkins University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span></p><p style="background-color: white; color: #201f1e; font-family: "Times New Roman", serif; font-size: 12pt; margin-left: 0in; margin-right: 0in; text-align: justify;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Logistics: </span><span style="border: 0px; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">The conference will be hosted by </span><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">King’s College <span style="border: 0px; color: #111111; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">University in London, U.K., June 21 to 24</span>, 2022. <span style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">We aim to organize the conference in-person. Please keep an eye on this page for any new information or changes in line with the Government COVID-19 guidelines. </span><span style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Logistical support is provided by </span>Conference Collective<span style="border: 0px; color: black; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">. For further logistics information, please </span>check the conference website at </span><a data-auth="NotApplicable" data-linkindex="0" href="https://urldefense.com/v3/__http://www.iaae2022.org__;!!IBzWLUs!DvfZCc5wBMWDMqJuTGJGG02EPdXDJ2hSgQ_TCekAAb0cSVuKaPQ4DUXhunYQrm4-lUTi$" rel="noopener noreferrer" style="border: 0px; color: blue; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">www.iaae2022.org</span></a><u><span style="border: 0px; color: blue; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></u></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Full Paper Submission Procedure: </span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Authors are invited to submit empirical and theoretical papers on the suggested topics (submission of abstracts or synopses will not be accepted). Papers will be evaluated and selected by the committee members in their specific area.<b><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></b></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Papers should be submitted electronically (pdf only) no later than 11:59 pm ET, <i>February 15, 2022 to</i>:<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><a data-auth="NotApplicable" data-linkindex="1" href="https://urldefense.com/v3/__https://nam04.safelinks.protection.outlook.com/?url=https*3A*2F*2Feditorialexpress.com*2Fcgi-bin*2Fconference*2Fconference.cgi*3Faction*3Dlogin*26db_name*3DIAAE2022&data=04*7C01*7Camherrera*40uky.edu*7C4e9e44a68e714bd8ce0008d9ba72590a*7C2b30530b69b64457b818481cb53d42ae*7C0*7C0*7C637745822549153915*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000&sdata=LsCq1Zq4JgkQrW9*2Br1p5jRVDS1yZmrukL6Y*2Bp8JMM3I*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJQ!!IBzWLUs!DvfZCc5wBMWDMqJuTGJGG02EPdXDJ2hSgQ_TCekAAb0cSVuKaPQ4DUXhunYQrn9Fis8D$" rel="noopener noreferrer" style="border: 0px; color: blue; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">https://editorialexpress.com/cgi-bin/conference/conference.cgi?action=login&db_name=IAAE2022</span></a><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Authors should specify if they are only willing to present their paper in regular sessions and not in poster sessions.<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Student Submission: </span></b><span style="border: 0px; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Graduate students should indicate so when their paper is <i>accepted</i> for presentation at the IAAE Conference, as this will make them eligible to receive travel sponsorship on a competitive basis, and to participate in the Student Prize Contest:</span><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Travel Grant to Graduate Students:</span></b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span><span lang="EN-GB" style="background: none 0% 0% repeat scroll rgb(252, 252, 252); border: 1pt none windowtext; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0in; vertical-align: baseline;">Graduate students who had their paper <b><i>accepted</i></b> for presentation in poster or regular session should send an email to </span><a data-auth="NotApplicable" data-linkindex="2" href="mailto:applied.econometrics.iaae@gmail.com" rel="noopener noreferrer" style="border: 0px; color: blue; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="background: none 0% 0% repeat scroll rgb(252, 252, 252); border: 1pt none windowtext; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0in; vertical-align: baseline;">applied.econometrics.iaae@gmail.com</span></a><span style="background: none 0% 0% repeat scroll rgb(252, 252, 252); border: 1pt none windowtext; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0in; vertical-align: baseline;"> </span><span lang="EN-GB" style="background: none 0% 0% repeat scroll rgb(252, 252, 252); border: 1pt none windowtext; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0in; vertical-align: baseline;">stating that they are a graduate student. The subject line must be 2022 IAAE Travel Grant Award.</span><span style="background: none 0% 0% repeat scroll rgb(252, 252, 252); border: 1pt none windowtext; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0in; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span lang="EN-GB" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Student’s Best Paper Award: </span></b><span lang="EN-GB" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">The IAAE will award a $500 USD prize for the best paper presented by a graduate student in a regular or poster session.<i> Papers co-authored with senior economists will not be considered</i>. To be eligible, candidates whose paper is <b><i>accepted</i></b> for presentation should send a letter electronically to </span><a data-auth="NotApplicable" data-linkindex="3" href="mailto:applied.econometrics.iaae@gmail.com" rel="noopener noreferrer" style="border: 0px; color: blue; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;" target="_blank"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">applied.econometrics.iaae@gmail.com</span></a><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span><span lang="EN-GB" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">from a professor certifying that the author is a graduate student in good standing. <i>The subject line must be 2022 IAAE Student Paper Award</i>. The winner will be announced during the conference.</span><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"><span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span lang="EN-GB" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> </span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Organizers<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Heather Anderson, Monash University, Director of IAAE<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Marcelle Chauvet, University of California Riverside, Director of IAAE<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Bruce Hansen, University of Wisconsin-Madison, Director of IAAE<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Thierry Magnac, Toulouse School of Economics, Director of IAAE<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span lang="PT-BR" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Barbara Rossi, ICREA-Universitat Pompeu Fabra, Barcelona GSE, CREI, Director of IAAE<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span lang="PT-BR" style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Local Organizers <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Jack Fosten, King’s College London <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: black; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Sinem Hacioglu, Bank of England<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">George Kapetanios, King’s College London<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Daniele Massacci, King’s College London<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Francesca Monti, King’s College London<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Michele Piffer, King’s College London<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Program Co-Chairs<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Ana Maria Herrera, University of Kentucky<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Peter Arcidiacono, Duke University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"> <span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><b><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Program Committee<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></b></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Borağan Aruoba, University of Maryland<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Jason Blevins, Ohio State University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Todd Clark, Federal Reserve Bank of Cleveland<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Monica Costa Dias, University of Bristol<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Graham Elliott, University of California San Diego<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Chao Fu, University of Wisconsin-Madison<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Alfred Galichon, New York University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Raffaella Giacomini, University College London<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Refet S. Gürkaynak, Bilkent University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Peter Reinhard Hansen, University of North Carolina Chapel Hill<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Arnaud Maurel, Duke University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Ryan McDevitt, Duke University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Leonardo Melosi, Federal Reserve Bank of Chicago<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">James Morley, University of Sydney<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Michael Owyang, Federal Reserve Bank of Saint Louis<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Yuya Sasaki, Vanderbilt University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Eduardo Souza-Rodrigues, University of Toronto<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Mark Watson, Princeton University<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Jing Cynthia Wu, University of Notre Dame<span style="border: 0px; color: inherit; font: inherit; margin: 0px; padding: 0px; vertical-align: baseline;"></span></span></p><p class="x_MsoNormal" style="background-color: white; color: #201f1e; font-family: Calibri, sans-serif; font-size: 11pt; line-height: normal; margin: 0in 0in 0.0001pt;"><span style="border: 0px; color: inherit; font-family: "Palatino Linotype", serif; font-size: 13.5pt; font-stretch: inherit; font-style: inherit; font-variant: inherit; font-weight: inherit; line-height: inherit; margin: 0px; padding: 0px; vertical-align: baseline;">Basit Zafar, University of Michigan</span></p>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0tag:blogger.com,1999:blog-4455972733011945441.post-12252518129209125532022-02-05T05:17:00.000-08:002022-02-05T05:17:08.189-08:00Virtual SETA 2022 call for Papers<p>See <a href="http://seta2022.org/">http://seta2022.org/</a></p><header style="box-sizing: border-box; font-family: Arial, Helvetica, sans-serif; padding: 30px; text-align: center;"><bk style="box-sizing: border-box;"><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><div style="box-sizing: border-box; text-align: center;"><span style="box-sizing: border-box; font-size: x-large;"><b style="box-sizing: border-box;">The 16th International Symposium on Econometric Theory and Applications: SETA2022 (Online Conference)</b></span></div></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><div style="box-sizing: border-box; text-align: center;"><span style="box-sizing: border-box; font-size: large;"><b style="box-sizing: border-box;">Seoul, Korea, July 20 and 21, 2022</b></span></div></td></tr></tbody></table></bk></header><section style="box-sizing: border-box; font-family: Arial, Helvetica, sans-serif;"><article style="box-sizing: border-box; float: left; padding: 20px; width: 1283.16px;"><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><span style="box-sizing: border-box;"><b style="box-sizing: border-box;">Call for Papers:</b></span></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;">The Program Committee and the Local Organizing Committee invite <br />the prospective contributors to submit their papers<br /> through the Conference Maker (available from <b style="box-sizing: border-box;">March 14, 2022</b>).</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> Submissions of both <b style="box-sizing: border-box;">theoretical</b> and <b style="box-sizing: border-box;">applied</b> works in a broad range <br />of fields in economics are welcome, to cover all aspects of econometrics,<br /> such as financial econometrics, microeconometrics, macroeconometrics,<br /> nonparametric and semiparametric econometrics, machine learning<br /> and big data analytics.</td></tr></tbody></table><p style="box-sizing: border-box;"></p><p style="box-sizing: border-box;"></p><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><span style="box-sizing: border-box;"><b style="box-sizing: border-box;">Keynote Speakers:</b></span></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • SETA Lecture: <a href="http://sites.google.com/view/fumio-hayashis-hp/home-english" style="box-sizing: border-box;">Fumio Hayashi</a><a style="box-sizing: border-box;"> (</a><a href="http://www.grips.ac.jp/en/" style="box-sizing: border-box;">National Graduate Institute for Policy Studies)</a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • ET Lecture: <a href="https://www.kellogg.northwestern.edu/faculty/directory/todorov_viktor.aspx" style="box-sizing: border-box;">Viktor Todorov</a> (<a href="https://www.kellogg.northwestern.edu/" style="box-sizing: border-box;">Kellogg School of Management</a>, <a href="https://www.northwestern.edu/" style="box-sizing: border-box;">Northwestern University</a>)</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • Yonsei Lecture: <a href="http://korora.econ.yale.edu/phillips/" style="box-sizing: border-box;">Peter C.B. Phillips</a> (<a href="http://economics.yale.edu/" style="box-sizing: border-box;">Department of Economics</a>, <a href="https://www.yale.edu/" style="box-sizing: border-box;">Yale University</a>)</td></tr></tbody></table><p style="box-sizing: border-box;"></p><p style="box-sizing: border-box;"></p><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><span style="box-sizing: border-box;"><b style="box-sizing: border-box;">Invited Speakers:</b></span></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • <a href="http://as.vanderbilt.edu/econ/bio/tong-li" style="box-sizing: border-box;">Tong Li</a> (<a href="http://as.vanderbilt.edu/econ/" style="box-sizing: border-box;">Department of Economics</a>, <a href="http://www.vanderbilt.edu/" style="box-sizing: border-box;">Vanderbilt University</a>)</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • <a href="http://www.cuhk.edu.hk/eco/staff/jszhang/jzhang.htm" style="box-sizing: border-box;">Junsen Zhang</a> (<a href="http://www.econ.cuhk.edu.hk/econ/en-gb/" style="box-sizing: border-box;">Department of Economics</a>, <a href="http://www.cuhk.edu.hk/english/index.html" style="box-sizing: border-box;">Chinese University of Hong Kong</a>)</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • More to be confirmed.</td></tr></tbody></table><p style="box-sizing: border-box;"></p><p style="box-sizing: border-box;"></p><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td colspan="2" style="box-sizing: border-box;"><span style="box-sizing: border-box;"><b style="box-sizing: border-box;">Important Dates</b></span><b style="box-sizing: border-box;"> (<a href="https://www.timeanddate.com/time/zones/kst" style="box-sizing: border-box;">Korea Standard Time, KST</a>):</b></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • Conference Dates:</td><td style="box-sizing: border-box;"> July 20 and 21, 2022</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • Paper <a href="https://web.yonsei.ac.kr/bluedream/submission.html" style="box-sizing: border-box;">Submission</a> Period:</td><td style="box-sizing: border-box;"> March 14, 2022 ∼ April 30, 2022 (12:00AM <a href="https://www.timeanddate.com/time/zones/est" style="box-sizing: border-box;">EST</a>)</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • Notification of Acceptance:</td><td style="box-sizing: border-box;"> May 31, 2022</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • <a href="https://web.yonsei.ac.kr/bluedream/registration.html" style="box-sizing: border-box;">Early Registration</a> Period:</td><td style="box-sizing: border-box;"> June 1, 2022 ∼ June 30, 2022</td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • <a href="https://web.yonsei.ac.kr/bluedream/registration.html" style="box-sizing: border-box;">Regular Registration</a> Period:</td><td style="box-sizing: border-box;"> July 1, 2022 ∼ July 21, 2022</td></tr></tbody></table><p style="box-sizing: border-box;"></p><p style="box-sizing: border-box;"></p><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><span style="box-sizing: border-box;"><b style="box-sizing: border-box;">Venue:</b></span></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • Online Conference managed by the <a href="http://economics.yonsei.ac.kr/" style="box-sizing: border-box;">School of Economics</a> <a href="http://www.yonsei.ac.kr/" style="box-sizing: border-box;">Yonsei University</a>, Seoul, Korea.</td></tr></tbody></table><p style="box-sizing: border-box;"></p><p style="box-sizing: border-box;"></p><table style="width: 100%px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"><span style="box-sizing: border-box;"><b style="box-sizing: border-box;">Contact Us:</b></span></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;"> • <span style="box-sizing: border-box; color: blue;"><b style="box-sizing: border-box;"><u style="box-sizing: border-box;">seta (at) yonsei.ac.kr</u></b></span> for any inquiry on SETA2022.</td></tr></tbody></table><p style="box-sizing: border-box;"></p></article><nav style="box-sizing: border-box; float: left; padding: 20px; width: 603.828px;"><table style="margin: auto; text-align: center; width: 563.828px;"><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/index.htm" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig1.jpg" style="box-sizing: border-box;" width="80%" /></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/aboutseta.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig2.jpg" style="box-sizing: border-box;" width="80%" /></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/index.htm" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Home</b></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/aboutseta.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">About SETA</b></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/speakers.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig3.jpg" style="box-sizing: border-box;" width="80%" /></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/program.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig4.jpg" style="box-sizing: border-box;" width="80%" /></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/speakers.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Invited Speakers</b></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/program.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Program</b></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/committees.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig5.jpg" style="box-sizing: border-box;" width="80%" /></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/venue.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig6.jpg" style="box-sizing: border-box;" width="80%" /></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/committees.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Committees</b></a></td><td style="box-sizing: border-box;" width="33%"> <a href="https://web.yonsei.ac.kr/bluedream/venue.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Venue</b></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/registration.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig9.jpg" style="box-sizing: border-box;" width="80%" /></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/submission.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig8.jpg" style="box-sizing: border-box;" width="80%" /></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/registration.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Registration</b></a></td><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/submission.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Submission</b></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/photos.html" style="box-sizing: border-box;"><img src="https://web.yonsei.ac.kr/bluedream/yfig12.jpg" style="box-sizing: border-box;" width="80%" /></a></td></tr><tr style="box-sizing: border-box;"><td style="box-sizing: border-box;" width="50%"> <a href="https://web.yonsei.ac.kr/bluedream/photos.html" style="box-sizing: border-box;"><b style="box-sizing: border-box;">Photos</b></a></td></tr></tbody></table></nav></section><footer style="box-sizing: border-box; font-family: Arial, Helvetica, sans-serif; padding: 10px; text-align: center;"><span style="box-sizing: border-box;"><div style="box-sizing: border-box; text-align: left;"><b style="box-sizing: border-box;">Sponsors</b></div></span></footer>Francis Dieboldhttp://www.blogger.com/profile/13985418407082356866noreply@blogger.com0