Info-Metrics Institute College of Arts and Sciences, American University Fall 2014 Newsletter Director’s Update Contents Director’s Update............................1 Notes from the Advisory Board.....2 Institute World Impact.......................3 Special Session on Info-Metrics....3 Entropic Inference...........................3 Research Updates......................4-10 Seminar of the Year..........................5 XacBank Mongolia..........................6 Visiting Fellows.............................10 Forthcoming Tutorials.................10 Thank You To Sponsors.................10 Affiliate Collaborations................10 Affiliate Profiles.............................11 Grad Student Words......................12 Institute Events..............................12 Support the Institute......................12 Info-Metrics Institute Department of Economics Kreeger Hall 4400 Massachusetts Ave, NW Washington, D.C. 20016-8029 info-metrics@american.edu www.american.edu/info-metrics The Info-Metrics Institute is celebrating its fifth year. The original vision was simple: establish a small institute to bring together researchers from across the scientific spectrum to study together all aspects of info-metrics, the science, practice and art of processing information. Info-metrics provides a common thread among all disciplines and decision makers since they all proPanel table discussion (L-R: Eric Renault, Michael Stutzer, Wojciech Szpanzowkski, cess information constantly. It Raphael Levine) at the Information, Instability and Fragility in Networks: Methods and is universal. But to really underApplications workshop in November of 2013 at Hotel Boulderado in Boulder, CO stand and study info-metrics we must develop a common language, learn from each other and study together the foundations of information and information processing at all levels: from the more philosophical to the more quantified; from theory to practice; and from one discipline to another. Through the Institute, collaborations across disciplines and researchers are fostered via workshops, conferences, seminars, tutorials, visiting fellowships and inclusive research projects. Five years later, it is quite satisfactory to observe that the Institute’s achievements and reputation have exceeded our wildest dreams. The Institute has hosted ten workshops and conferences (in all areas of info-metrics and in different locations), many seminars and tutorials, a large number of visiting fellows (at all levels), as well as twelve summer graduate student fellowships (from different universities). But even more impressive than the sheer count of the Institute’s activities, is the success it has had in disseminating the science of info-metrics. Researchers across disciplines and continents are turning their interest to the study and practice of info-metrics. Students across disciplines and at all levels of study are being exposed to info-metrics, from its theoretical foundations to its application. The Institute is helping to transform info-metrics into a true sub-discipline. Building on our momentum and infrastructure, the Advisory Board and I plan to move to the next phase of pushing the research frontiers of info-metrics and enhance our role as a leading interdisciplinary institute. We will do it in a number of ways. First, we will continue our efforts to reach (and engage with) young and established researchers from across the sciences, especially from the natural, medical and engineering sciences. Second, we will expand our efforts to initiate and cooperate on activities outside the Washington DC area, including different continents. For example, our spring conference will take place in Oxford, UK. Third, we will work to improve our tutorials and consider providing more tutorials at different locations and in a more interdisciplinary way. Fourth, we will start to discuss a potential interdisciplinary graduate level program. Though it seems that there is much demand for such a program, the main issue for us is whether we want to expand our activities in that direction, and if so, in what way and where. Please check the Institute’s website frequently for information about our activities. Ideas for new initiatives are always welcome! Upcoming Institute Events Fall 2014 Conference: As always, we thank the Office of the Comptroller of the Currency (OCC) for its Recent Innovations in Info-Metrics generous, continued support. The recent long-term grant from the OCC allows the October 31 & November 1, 2014 Institute to continue strengthening its role as a leading interdisciplinary institute American University helping to shape future research, supporting and tutoring graduate students, and introducing new generations of researchers across disciplines to the theory and Spring 2015 Workshop: practice of info-metrics. We also thank our affiliate Mike Stutzer and the University Philosophy of Information and of Colorado at Boulder for organizing (and co-sponsoring) our November conference Information Processing at Boulder, CO. We also thank XacBank, Mongolia for co-sponsoring this conference. March 27, 2015 I would also like to thank you all for your continued support and interest in the Info- Pembroke College, Oxford, UK Metrics Institute. Our efforts to establish a common language to link disciplines in solving similar info-metric problems are showing nice results. Luckily, there is still For more information, much to do and I look forward to working with you all in the coming years. please visit our website. -Amos Golan, Director, Info-Metrics Institute 2 Info-Metrics Institute Fall 2014 Newsletter Notes from the Advisory Board The first time I participated in an InfoMetrics Institute workshop I seemed to hear John Denver singing, “Coming home to a place he had never been before.” When I first heard of the Info-Metrics Institute I thought of it as spun-off from the Department of Economics at American University, focusing on information and economics. I had not realized that Jon Michael Dunn, member while Amos Golan was a Professor of Economics, he had, as they say in Monty Python, created “something completely different.” Info-metrics is the quantitative measure of information, of whatever kind – not just economic. Throughout my career I had been working on information-based logics: relevance logic, intuitionistic logic, quantum logic, etc. But I never quite saw “the big picture” until around 1999 when I became the founding Dean of the School of Informatics at Indiana University and I began to understand INFORMATION writ large. I think I am thus in a special position to appreciate the creativity and plain hard work that Amos has expended. My research, like all of the Info-Metrics affiliates, has been positively affected because of the input received from the workshops I have attended, and because of my being a visiting fellow at the Institute last October I have been working with Amos Golan on the value of information. Although I am now retired from Indiana University I am still very active in my research, and very proud to be on the Info-Metrics Institute Advisory Board. info-metrics [in-fo-MET-riks] noun: the science and practice of inference and quantitative information processing. Changing a paradigm is often a long and ambitious process. It takes intellectual leadership, but also the actions of a community of scholars to diffuse the concepts, apply them to a range of problems, and teach others. The InfoMetrics Institute offers a case study in pushing a new paradigm forward. In this case, a key figure in the development of info-metrics, Professor Amos Golan, is Robert Lerman, Chair also the founder, fundraiser, organizer, and builder of an institutional base for expanding the reach of info-metrics. Under his leadership, the Institute has helped make info-metrics a well-known discipline that spans a range of scientific fields, including biology, economics, philosophy and physics. The Info-Metrics Institute has brought together an extraordinary group of internationally recognized scholars for conferences and for research fellowships, taught scores of students, provided summer fellowships for in-depth learning by four graduate students, and has stimulated research that is pushing the frontiers of statistical analysis. In only five years, the Institute has played a critical role in building the community of scholars that is changing a paradigm. These developments could not have taken place without the resources provided by our sponsors, most importantly the Office of the Comptroller of the Currency. The Info-Metrics Institute is continuing to expand its network of active scholars and its reach to the international science community. The March 2015 Institute conference in Oxford, England, will widen the exposure of European researchers to the concepts and applications of info-metrics. With the continuing strength of the Institute and the compelling attractiveness of the info-metrics outlook, the Institute community can feel proud to be contributing to a paradigm shift in the way scientists approach data and information. Esfandiar Maasoumi, member I have had the privilege of being involved and associated with the activities of the InfoMetrics Institute since its inception. It is fair to say that all of its ideals, expressed and hoped for, have been realized in multiple ways. These include exceptionally well-conceived and organized conferences on multidisciplinary themes, enveloped by information theory conceptions and methods. The Institute and its activities have provided focus and a reliable forum in which many scholars can present and test their ideas and demonstrate their value and potential across multiple disciplines. The Institute and its scholarly programs have reflected well the universality of information, its promise and challenges. I have been very fortunate to benefit from the ideas and interactions with other members and participants. This has helped maintain a consistent and coherent element in my own research work, ranging from forecasting and model evaluation, to a whole host of measurements and applications in income inequality, poverty and mobility. All of these areas require concepts and metrics for assessment of distributed outcomes, and information theory is unchallenged as the primary source for management of these challenges. The latest example of the ways in which our work at the Institute has informed very topical, current debates, is the question of the “gender gap”. The very definition of it demands better conceptualization than differences in means and medians, calling for entropic measures that represent the entire distribution of wages or wealth. The master econometricians who defined the very subject matter were quite informed and aware of this potential, and the ability of information theoretic methods for characterizing and assessing “allocation” and “aggregation” questions. These have reoccupied their rightful central place in economic and political debates of our time, and the Institute can look forward to playing an effective and constructive role in this crucial development. Some of the work that is presented in my recent papers with fellow member, Jeff Racine, was conducted while we were both attending conferences at the Institute or as visiting scholars. This is partly reflected in the paper, ”A Solution to an Aggregation Issue”, in which nonparametric estimation is employed to derive estimates of fundamental multidimensional objects that measure the illusive concept of wellbeing. The gender gap work with Le Wang is partly presented in the paper, “The Gender Gap: Analysis and Measurement.” It is commonly understood by leading members of the Institute that this enterprise, like all others like it, depends on dedication and tireless work of a leader. Amos Golan has been that leader from the start and it is easy to underestimate the effort and work that he has expended to ensure the success and vitality of the Institute. www.american.edu/info-metrics Info-Metrics World Impact Among Institute Affiliates Rossella Bernandini Papalia The Info-Metrics Institute promotes the development of theoretical tools and applications in information theory. The workshops, conferences, and courses organized by the Institute provide an excellent platform for disseminating the results of the research and encouraging discussion of ideas in academic and research institutions and in society at large. I gained knowledge from common services offered as resources on the Institute’s website such as special journal issues, working papers, and software. I found very fruitful attending the workshops and conferences and visiting the Institute in recent years. My current research on small area estimation and spatial disaggregation approaches became a strategic field in applying IT methods in the field of ecological inference that also account for data autocorrelation and heterogeneity. The main challenges for this methodological research area are in the integrated use of data sets coming from various sources with heterogeneous quality. Administrative and other register data are increasingly used in integrated statistical systems and further methodological development is needed in this field. Statistical agencies and data producers will be required to try out new estimation approaches and to provide theoretical developments, which enable a coherent view on the solutions for particular questions connected to the production of data by addressing more complex sampling situations such as spatial and temporal sampling, geo-referencing and sampling of rare events and dynamic populations, as well as non-random samples. This research activity was also developed within the BLUE-ETS work programme (http://www.blue-ets.istat.it/), financed by the European Commission, under the 7th Framework Programme. My recent research within the IT framework has aimed at developing (i) multidimensional economic performance indexes with a microlevel foundation and (ii) general composite indicators that are based on spatial structural equation models. Michael Stutzer Nearly 20 years ago, I published an entropic diagnostic for quickly identifying flaws in asset pricing models developed by financial economists. The paper was published in the Journal of Econometrics (“A Bayesian Approach to Diagnosis of Asset Pricing Models” 1995, pp. 367-397) and therefore, the method was not adopted by business school finance faculty who mainly study articles published in a few top finance journals. This year, a closely related article appeared in one of those journals, creating a revival in the subject among younger researchers. When I contact them, they have been surprised to find out about the work that others and I in the Info-Metrics Institute have done and are still doing. I hope this will create a new cohort of talented researchers that will contribute to the Info-Metric Institute’s mission. 3 Info-Metrics at the Eastern Economic Association Conference On March 9, at the 2014 Eastern Economic Association Conference in Boston, four American University Economics PhD students (Paul Corral, Mungunsuvd Terbish, Ermengarde Jabir, and Daniel Kuehn) presented their fall 2013 seminar work on info-metrics. Despite daylight savings time and an early morning time slot, the session was well attended. Paul Corral and Mungunsuvd Terbish began the session with a general discussion of generalized maximum entropy (GME) and presented a new Stata command written by them for a GME discrete choice model. Their paper is currently under review at The Stata Journal. Ermengarde Jabir presented her work on household asset allocation using GME estimation methods. Daniel Kuehn presented his work on a GME version of propensity score matching (PSM), a common quasiexperimental technique in the evaluation literature. Currently, Daniel is comparing GME PSM to traditional approaches using simulations, and he hopes to eventually apply it to actual program data. Recently, the same team has been accepted to present as a panel at the 2014 Southern Economic Association Conference in Atlanta this November. This year, the team will be joined by Heath Henderson, an American University Economics Department graduate, who will present his work on the choice of priors in generalized cross entropy (GCE) models. To serve as a discussant, please contact Daniel Kuehn at dan.p.kuehn@gmail.com. Entropic Inference in Physics and in Economics The Info-Metrics Institute continues to provide us with a unique interdisciplinary forum where we can extend our understanding of entropic and Bayesian inference towards a unified framework for processing information. In my field of physics, for example, in the past these insights have provided a foundation for thermodynamics and statistical mechanics. More recently, they have led to a new foundation for other fundamental laws such as Newton’s F = ma in classical mechanics, and the Schroedinger equation in quantum mechanics. From this perspective the laws of physics are no longer to be regarded as fundamental laws of nature but rather as highly effective rules to process information about the world – just like any other science, including economics. In collaboration with Amos Golan we have recently developed an entropic framework to model economies from the point of view of an external observer who has very limited access to information about the individual agents. The framework, which relies purely on macroscopically accessible information, avoids the usual rationality assumptions and leads to a different perspective on the nature of economic equilibrium. - Ariel Caticha (Professor and Chair, Department of Physics, University at Albany - SUNY, Member of the Info-Metrics Advisory Board) 4 Info-Metrics Institute Fall 2014 Newsletter Our Work – Leading Interdisciplinary Info-Metrics Research Following is a list of representative research and recent publications by some of the Institute’s affiliates. More detailed information can be found in the 2013-2014 Info-Metrics Annual Report, which will be available on our website in December 2014. Pieter Adriaans (University of Amsterdam) Current Research • Developed a better understanding of facticity, especially its relation to the well-known Kolmogorov structure function. Both concepts appear to belong to a ‘landscape’ of meaning functions. • With the group of Luis Antunes in Porto, formulated new results concerning safe approximations of Kolmogorov complexity. • COMMIT (http://www.commit-nl.nl) project: investigated practical algorithms for the estimation of the information content of very large knowledge graphs with the group of Frank van Harmelen at the Free University in cooperation with Elseviers Science Publishers. Extending this research to the more general question of how the Kolmogorov complexity of multidimensional objects and dimensionless objects (like Graphs) can be estimated in a systematic way. Hoping to test insights on the very large RDF graphs within the next year. Forthcoming/Recent Publications • A safe approximation for Kolmogorov complexity, ALT 2014 (with P. Bloem, F. Mota, S. De Rooij, L. Antunes and P. Adriaans) • “Schilderen voor het brein” (Painting for the brain), in Dutch, an English translation is under way, September 2013 Other Updates • Invited Lecture and Seminar: Art, Information and Meaning, McLuhan, University of Toronto, March 2014 • Public Lecture: Computers and Creativity, ASML Eindhoven, May 2014 • We will have a concluding one week special conference of the Atlas of Complexity project in Leiden, November 2014 Radu Balan (University of Maryland) Forthcoming/Recent Publications • “Excursions in Harmonic Analysis”, Volume 1 and 2, based on the February Fourier Talk (FFT) 2006-2011 conferences, http://dx.doi.org/10.1007/978-0-8176-8376-4 and http:// dx.doi.org/10.1007/978-0-8176-8379-5 • “Excursions in Harmonic Analysis”, Volume 3 and 4, based on the FFT 2012-2014 conferences, will appear in 2015 • “Multi-window Gabor frames in amalgam spaces”, Math. Res. Lett. 21 (2014), Number 1, pp. 1-15, (with J.G. Christensen, I.A. Krishtal, K.O. Okoudjou, and J.L. Romero) • “Invertibility and robustness of phaseless reconstruction”, in press at Appl. Comp. Harm. Anal. (with Y. Wang) Other Updates • Invited Lecturer: Short course given at the Joint Mathematical Meeting AMS-MAA 2015, San Antonio • Working on a joint project with Amos Golan on the topic of “Intrinsic Value of Information” Marine Carrasco (University of Montreal) Current Research • Primary work in the areas of estimation and inference in Econometrics. • Applies techniques from the inverse problems literature to information-based estimation methods. • With a PhD student Guy Tchuente, recently showed that regularized versions of the Limited Maximum Likelihood estimator are consistent in presence of heteroskedasticity and are efficient with many weak instruments. Recent Publications • “Optimal Test for Markov Switching”, Econometrica, 2014, Volume 82, Number 2, 765-784. (with Liang Hu and Werner Ploberger) • “On the asymptotic efficiency of GMM”, Econometric Theory, 2014, Volume 30, Issue 2, 372-406 (with J.P. Florens) • “Asymptotic Normal Inference in Linear Inverse Problems”, Handbook of Applied Nonparametric and Semiparametric Econometrics and Statistics, Oxford University Press, February 2014 (with J.P. Florens and E. Renault) Ariel Caticha (University at Albany – SUNY) Current Research • Development of entropic and Bayesian methods as a unified framework for processing information. • Application of principles of entropic inference to the foundations of physics (statistical mechanics, quantum mechanics and general relativity). • Application of principles of entropic inference to economic modeling, with Amos Golan. Recent Publications • “Towards an Informational Pragmatic Realism”, Mind and Machines, Volume 24, pp. 37-70, 2014 • “Entropic Dynamics: and Inference Approach to Time and Quantum Theory”, J. Phys: Conference Series, Volume 504 (2014) 012009 • “An Entropic framework for Modeling Economies”, Physica A., Volume 408, p. 149, 2014 (with A. Golan) Min Chen (University of Oxford) Current Research • Fundamentals of visualization (theories, metrics and empirical studies). • Visual analytics (model visualization and anomaly visualization). • A variety of visualization techniques and applications. Recent Publications • “Visual multiplexing”, Computer Graphics Forum, 2014 • “Glyph-based video visualization for semen analysis”, IEEE Transactions on Visualization and Computer Graphics, 2014 Other Updates • Co-chair of EuroVis 2014, Swansea, UK • Co-chair of IEEE VAST 2014, Paris, France • Co-chair of Info-Metrics Institute Spring Workshop on Philosophy of Information and Information Processing, Oxford, UK, March 2015 continues on page 5 www.american.edu/info-metrics Jon Michael Dunn (Indiana University Bloomington) Recent Publications • “Guide to the Floridi Keys”, Essay Review of Luciano Floridi’s The Philosophy of Information, MetaScience, 22, pp. 93-98. • “The Third Life of Quantum Logic: Quantum Logic Inspired by Quantum Computing”, Journal of Philosophical Logic, Volume 42, pp. 443-459, (with Lawrence Moss and Zhenghan Wang) (our editor’s introduction to a special issue: Quantum Logic Inspired by Quantum Computation) • “On the Decidability of Implicational Ticket Entailment”, The Journal of Symbolic Logic, Volume 78, pp. 214-236 (with K. Bimbó). This last solved a problem open for 52 years, second on the Typed Lambda Calculus and its Applications Open Problems List. • Gave invited lectures at Logica 2013, Workshop on Non-classical Epistemic Logics at the Czech Academy of Sciences Institute of Philosophy, the Munich Center for Mathematical Philosophy, and Carnegie-Mellon University. • Visiting professor last spring in Philosophy at the University of Pittsburgh 5 Duncan Foley (The New School for Social Research) Current Research • Generic model of social interaction, externalities and bifurcating equilibria. • The Edgeworth-Pareto ensemble and endogenous inequality of wealth and income from market transactions. • Models of behavior with bounded entropy (“rational inattention”). • Statistical equilibrium and information in games, with David Wolpert. Forthcoming Publications • Paper on “Varieties of Keynesianism” forthcoming in International Journal of Political Economy Other Updates • Revision of intermediate microeconomics textbook with Sam Bowles • Working on new edition of Growth and Distribution with Tom MIchl and Daniele Tavani Other Updates • As a Senior Visiting Fellow gave a seminar on “Logic, Information, Computation”, Info-Metrics Institute, October 2013 • Attended Info-Metrics Conference: Information, Instability, and Fragility in Networks, University of Colorado Boulder, November 2013 Bowen Garrett (Urban Institute, Health Policy Center) Luciano Floridi (University of Oxford) Recent Publications • The best evidence suggests the effects of the ACA on employment will be small http://www.urban.org/health_policy/url. cfm?ID=413109 (with Robert Kaestner) • Redistribution under the ACA is modes in scope http://www. urban.org/health_policy/url.cfm?ID=413023 (with S. Dorn and J.Holahan) • Midwifery care at a freestanding birth center: a safe and effective alternative to conventional maternity care, Health Services Research (with S. Benatar, E. Howell, and A. Palmer) Forthcoming/Recent Publications • “The Ethics of Biomedical Big Data” (2014-2015), funded by the John Fell Main Award • The Fourth Revolution – How the infosphere is reshaping human reality, Oxford University Press, 2014 • Information Closure and the Sceptical Objection, Synthese, Volume 191.6, pp. 1037-1050, 2014 • An Analysis of Information in Visualisation, Synthese, 190.16, pp. 3421-3438, 2013 (with M. Chen) • The Ethics of Information, Oxford University Press, 2013 • Distributed Morality in an Information Society, Science and Engineering Ethics, Volume 19.3, pp. 727-743 • What is a Philosophical Question?, Metaphilosophy, Volume 44.3, pp. 195–221 Other Updates • Member of the Académie Internationale de Philosophie des Sciences (MAIPS), 2013 • Weizenbaum Award, by the International Society for Ethics and Information Technology, for his “significant contribution to the field of information and computer ethics, through his research, service, and vision”, 2013 • Fellow of the British Computer Society (FBCS), 2013 • Cátedras de Excelencia Prize by the University Carlos III of Madrid, 2014 • Fernand Braudel Senior Fellowship by the European University Institute, 2015 Featured Seminar of the Year: J. Michael Dunn (Indiana University) “Logic, Information and Computation” http://www.american.edu/cas/economics/info-metrics/video.cfm To see the full list of seminars, please visit our webpage. Current Research • Effects of the Affordable Care Act on labor market outcomes. • Payment methods for health care services under Medicare and Medicaid. • Policy and program evaluation. Ramo Gencay (Simon Fraser University) Forthcoming/Recent Publications • A Chinese translation of my “Introduction to High Frequency Finance” book with China Science Publishing & Media Ltd, scheduled to be published in September 2015 • Jump detection with wavelets for high-frequency financial time series, Quantitative Finance, forthcoming in 2014, (R. Gençay, Y. Xue and S. Fagan) • Private information and its origins in an electronic foreign exchange market, Economic Modelling, Volume 33, pp. 86-93, 2013, (with R. Gençay and N. Gradojevic) • Fuzzy logic, trading uncertainty & technical trading, Journal of Banking and Finance, Volume 37, pp. 578-586, 2013 (with R. Gençay and N. Gradojevic) Other Updates • Book originally published in 2001 has sold over 8,000 copies worldwide and is available at: http://www.amazon.com/exec/obidos/ASIN/0122796713/ref= sr_1_2_1/103-1727768-4843068 • Invited Professor, University of Zurich, 2014 • Invited Professor, Bilgi University, 2013 continues on page 6 6 • • • • • Info-Metrics Institute Fall 2014 Newsletter Invited Professor, University of Chile, Santiago, Chile, 2013 Invited Professor, Karaganda State Technical University, 2013 Invited Professor, University of Navarra, 2013 Invited Professor, University of Zurich, 2013 Keynote Address: Economic links and counterparty risk, International Istanbul Finance Congress, Kadir Has University, Istanbul, Turkey, May 2013 John Geweke (University of Technology Sydney) Current Research • One of 22 chief investigators in the newly launched Centre of Excellence for Mathematical and Statistical Frontiers of Big Data, Big Models, New Insights. The Centre’s core funding is $20 million from the Australian Research Council for the period July 2014 through June 2021, and is supplemented by more than $10 million from the participating universities (University of Melbourne, University of Technology Sydney, University of New South Wales, and Queensland University of Technology.) Peter Hall of University of Melbourne heads the Centre. • Leading the development of the Sequential Analysis of Bayesian Learning Algorithm (SABL) with support from a different ARC grant, the enthusiastic participation of several colleagues, and technical contributions by postdocs employed on the grant. A Matlab toolbox of the same name will have its first release shortly. • Continues as a half-time consultant for Amazon in Seattle, using big data for forecasting and decision-making. 2013-14 marks his final year as Theil Professor of Econometrics at Erasmus University Rotterdam. Forthcoming/Recent Publications • “Analysis of Variance for Bayesian Inference”, Econometric Reviews, Volume 33, pp. 270-288., 2014 (with G. Amisano) • “Financial Competence, Risk Presentation and Retirement Portfolio Preferences”, Journal of Pension Economics and Finance, Volume 13, pp. 27-61, 2014 • “Improving Asset Price Prediction when All Models are False,” forthcoming in Journal of Financial Econometrics (with G. Durham) • “Likelihood-based Inference for Regular Functions with Fractional Polynomial Approximations,” forthcoming in Journal of Econometrics (with L. Petrella) • Invited review of the book: “Public Policy in an Uncertain World,” forthcoming in Journal of Economic Literature The Info-Metrics Institute thanks XacBank for their support and interest in the Institute’s research. XacBank is one of the leading financial institutions in Mongolia. It maintains leadership positions in microfinance, supporting women entrepreneurs, providing financing to small and medium enterprises, and promoting innovative financing mechanisms for sustainable energy projects. We look forward to years of working together. Web link: http://www.xacbank.mn/ Other Updates • Presentations in the last year include: Erasmus University, University of Illinois, Midwest Econometric Meetings, European Central Bank, Queensland University of Technology • Effective August 1, 2014, my affiliation is the economics department of Vanderbilt University • Summary of info-metrics related work, John Geweke, July 2013 – June 2014 Amos Golan (American University) Current Research • The foundations of info-metrics. • Value of information. • Info-metrics modeling and inference. • Markov Process and info-metrics. • Priors and Information. Recent Publications • Information Dynamics in Minds and Machines, October 2013 • An entropic framework for modeling economies, Physica A. (with A. Caticha) Other Updates • Invited Visiting Researcher: Santa Fe Institute, September 2013 and May 2014 • Visiting Professor: Faculty of Science and Department of Economics, Hebrew University • Six Day Advanced Info-Metrics Tutorial – Chiang Mai University, Thailand • Three Year Visiting Fellowship Appointment, St. Cross College, Oxford Alastair Hall (University of Manchester) Current Research • Info-metric approaches to inference about the parameters of economic and statistical models based on the information in moment conditions. • Applications of info-metric methods to economic models examining issues related to monetary policy, health expenditures by the UK government, and the returns to education. Recent Publications • Testing for Structural Instability in Moment Restriction Models: an Info-metric Approach, Econometric Reviews, forthcoming in 2014 (with A. Hall, Y. Li, C. Orme and A. Sinko) • Inference in the Prescence of Redundant Moment Conditions and the Impact of Government health Expenditure on Health Outcomes in England, Econometric Reviews, forthcoming in 2014 (with M. Andrews, O. Elamin, A. Hall, K. Kyriakoulis and M. Sutton) Other Updates • Attended the Econometrics Section of the Agricultural and Applied Economics Association Conference (Joint with CAES), Washington DC, August 2013 • Attended the Conference on Indirect Estimation Methods in Finance and Economics, Abbey Hegne, Allensbach, Germany, May 2014 • E.J. Hannan Lecture, Australasian Meeting of the Econometric Society, Tasmania, Australia, July 2014 continues on page 7 www.american.edu/info-metrics Heath Henderson (Inter-American Development Bank) Forthcoming Publications • “Structural transformation and smallholder agriculture: An information-theoretic analysis of the Nicaraguan case”, forthcoming in Agricultural Economics Other Updates • Accepted a teaching position at Iowa State University and will be leaving the Inter-American Development Bank in the fall • Attended the Complex Systems Summer School at the Santa Fe Institute in New Mexico Atsushi Inoue (Vanderbilt University) Other Updates • Now affiliated with the Economics Department of Vanderbilt University George Judge (University of California, Berkeley) Current Research • Stochastic dynamic economic systems. • Non-linear Ordinal economic time series. • Information recovery in binary networks. • Causal path entropy. Forthcoming/Recent Publications • Information Theory model for time series prediction in time series, Physica A, (with Plastino) • Information recovery in binary network flow problems, Applied Econometric Letters (with W. Cho) • Generalizing Benford’s Law, Chapter in Theory and Application of Benford’s Law, Princeton University Press (with J. Lee and W. Cho) Nicholas Kiefer (Cornell University) Other Updates • Keynote Lecturer: “Econometric Problems Arising in Banking” at the China Meetings of the Econometric Society, June 2014 Taisuke Otsu (London School of Economics) Forthcoming/Recent Publications • Second-order refinement of empirical likelihood for testing overidentifying restrictions, Econometric Theory, Volume 29, pp. 324-353, 2013 (with Y. Matsushita) • On testability of complementarity in models with multiple equilibria, Economics Letters, Volume 120, pp. 79-82, 2013(with Y. Rai) • Robustness, infinitesimal neighborhoods, and moment restrictions, Econometrica, Volume 81, pp. 1185-1201, 2013 (with Y. Kitamura and K. Evdokimov) • Estimation and inference of discontinuity in density, Journal of Business & Economic Statistics, Volume 31, pp. 507-524, 2013 (with K. Xu and Y. Matsushita) • On Bartlett correctability of empirical likelihood in generalized power divergence family, Statistics & Probability Letters, Volume 86, pp. 38-43, 2014 (with L. Camponovo), • Empirical likelihood for regression discontinuity design, forthcoming in Journal of Econometrics (with K. Xu and Y. Matsushita) • Robustness of bootstrap in instrumental variable regression, forthcoming in Econometric Reviews (with L. Camponovo) 7 Other Updates • Associate Editor of Journal of Business & Economic Statistics • Associate Editor of Econometrics Journal • European Research Council Consolidator Grant (SES-072961) Jean-Pascal Nguessa Nganou (The World Bank - Uganda) Current Research • Exploring entropy-based methods for the estimation of fiscal rules in resource-rich African countries. • Entropy-based estimation of import elasticities for use in CGE models. • Using marginal analysis to determine the likelihood of a new resource-rich country to experience a crowding out of nonresource government revenue caused by the revenue from resource. This “moral hazard” issue is common in resource rich countries. • Econometric analysis of the role of institutions in the determinants of Foreign Direct Investment (FDI) in low income countries. Rossella Bernardini Papalia (University of Bologna) Current Research • Entropy-based methods in ecological inference with spatial dependence. • Small area estimation problems. • Spatial econometric models for panel data. Forthcoming/Recent Publications • Information Theoretic competitiveness composite indicator at micro level, revised and resubmitted for publication in Social Indicators Research (with P. Calia and C. Filippucci) • Developing a composite index by using spatial latent modeling based on IT estimation, revised and resubmitted for publication in Quality and Quantity (with E. Ciavolino) • Trade costs in bilateral trade flows: Heterogeneity and zeroes in structural gravity models, revised and resubmitted for publication in The World Economy (with S. Bertarelli) M. Hashem Pesaran (University of Cambridge) Forthcoming/Recent Publications • “Optimal Forecasts in the Presence of Structural Breaks”, Journal of Econometrics, Volume 177, Issue 2, pp.134-152, December 2013, http://www.sciencedirect.com/science/article/ pii/S0304407613000687 (with A. Pick and M. Pranovich) • “An Empirical Growth Model for Major Oil Exporters”, Journal of Applied Econometrics, Volume 29, Issue 1, pp. 1-21, January/ February 2014, http://onlinelibrary.wiley.com/doi/10.1002/ jae.2294/abstract (with H.S. Esfahani and K. Mohaddes) • “Aggregation in Large Dynamic Panels”, Journal of Econometrics, Volume 178, Issue 2, pp. 273-285, January 2014. http://www. sciencedirect.com/science/article/pii/S0304407613001917 (with A. Chudik) • “Signs of Impact Effects in Time Series Regression Models”, Economics Letters, Volume 122, Issue 2, pp.150-153, February 2014,http://www.sciencedirect.com/science/article/pii/ S0165176513005028 9 (with R. Smith) • “Testing Weak Cross-Sectional Dependence in Large Panels”, January 2012. CWPE Working Paper No. 1208, IZA Discussion Paper No. 6432, forthcoming in Econometric Reviews continues on page 8 8 • • • Info-Metrics Institute Fall 2014 Newsletter “Constructing Multi-Country Rational Expectations Models”, CESifo Working Paper No. 3081, October 2013, forthcoming in Oxford Bulletin of Economics and Statistics (with S. Dees, R. Smith and L.V. Smith) “Large Panel Data Models with Cross-Sectional Dependence: A Survey”, CESifo Working Paper No. 4371, August 2013, forthcoming in B. H. Baltagi (Ed.), The Oxford Handbook on Panel Data. Oxford University Press (with A. Chudik) “Common Correlated Effects Estimation of Heterogeneous Dynamic Panel Data Models with Weakly Exogenous Regressors”, July 2014, IZA Discussion Paper No. 6618, forthcoming in the Journal of Econometrics (with A. Chudik) Werner Ploberger (Washington University St. Louis) Recent Publications • “Optimal Test for Markov Switching Parameters” • By analyzing the likelihood function, we show that the testing problem for switching parameters is asymptotically equivalent to a Gaussian shift with a non-standard rate, Econometrica, April 2014 (with M. Carrasco and L. Hu) Other Updates • Awarded Fernand-Braudel fellowship for a 3-month visit at the European University Institute Jeffrey Racine (McMaster University) Current Research • Smooth nonparametric quantile estimation. • Nonparametric instrumental variable estimation. • Shape constrained nonparametric instrumental regression. • Computationally efficient nonparametric estimation. Forthcoming/Recent Publications • “Infinite-Order Cross-Validated Local Polynomial Regression”, forthcoming in the Journal of Econometrics (P. Hall and J.S. Racine) • “Spline Regression in the Presence of Categorical Predictors”, forthcoming in the Journal of Applied Econometrics (S. Ma, J.S. Racine and L. Yang) • “A Partially Linear Kernel Estimator for Categorical Data”, forthcoming in the Econometric Reviews (Q. Gao, L. Liu and J.S. Racine) • “Mixed Data Kernel Copulas”, forthcoming in Empirical Economics (J.S. Racine, J.S.) • Racine, J.S. and C. Parmeter (2014), “Data-Driven Model Evaluation: A Test for Revealed Performance”, in `Handbook of Applied Nonparametric and Semiparametric Econometrics and Statistics’, Oxford University Press, (A. Ullah, J.S. Racine and L. Su Eds) pp. 308-345 Sherman Robinson (Environment and Production Technology Division, Development Strategies and Governance Division, International Food Policy Research Institute) Recent Publications • Estimating Parameters and Structural Change in CGE Models Using a Bayesian Cross-Entropy Estimation Approach (with D. Go, H. Lofgren, F. Ramos) Other Updates • Presented a paper for the GTAP conference (Global Trade and Analysis Project) in Dakar, Senegal, June 2014 Teddy Seidenfeld (Carnegie Mellon University) Recent Publications • “The Effect of Exchange Rates on Statistical Decisions”, Philosophy of Science, Volume 80, Number 4, pp. 504-532, 2013 (with M.J.Schervish and J.B.Kadane) • “Two Theories of Conditional Probability and NonConglomerability”, ISIPTA-13 Proceedings of the Eighth International Symposium on Imprecise Probabilities and Their Applications, 2013 (with F. Cozman, T. Denoeux, T., S. Destercke, and T. Seidenfeld); (eds.) SIPTA (with M.J.Schervish and J.B.Kadane) • “Dominating Countably Many Forecasts,” Annals of Statistics, Volume 42, Number 2, pp. 728-756, 2014 (with M. Schervish and J. Kadane) Richard J. Smith (Cambridge University) Current Research • A major research theme concerns the general theory of estimation and inferential methods for econometric models specified through moment conditions. The emphasis is on alternatives to the standard generalized method of moments, in particular, those within the generalized empirical likelihood class. The design of valid inferential methods when confronted by instruments weakly correlated with endogenous variables is a recent theme and currently this research has dealt with models specified by conditional moment restrictions. • Current projects include the development of reliable inferential methods in the moment condition context based on the bootstrap and neglected heterogeneity in moment condition models. Forthcoming/Recent Publications • Refereed Published Paper: “Neglected Heterogeneity in Moment Condition Models”, Journal of Econometrics (2014), 178, 86-100 (with J. Hahn and W.K. Newey) • Refereed Paper Accepted for Publication: “Recent Developments in Empirical Likelihood and Related Methods”, forthcoming in Annual Review of Economics (with P.M.D.C. Parente) • Paper Under Revision for Resubmission: “Additional Conditional Moment Tests” previously “Exogeneity in Semiparametric Models: Definitions and Tests” (with P.M.D.C. Parente) Other Updates • International Keynote Speaker: Statistics Day Conference, Reserve Bank of India, Mumbai, India • Distinguished Speaker: Singapore Economics Review Conference, Singapore • National Seminar: University of Surrey; University of Cambridge. • International Seminar: CEMFI/UC3 Madrid Econometrics Seminar; University of Melbourne; Reserve Bank of India, Mumbai, India; Nanyang Technical University, Singapore • Professional Activities: Chair of the Faculty of Economics, University of Cambridge • British Academy: Section S2 Committee, Section S2 Small Research Grants Panel Chair • Royal Economic Society: Managing Editor, The Econometrics Journal; Executive Committee, Royal Economic Society: Council, Royal Economic Society; Journals Publication Subcommittee, Royal Economic Society • UK Government Statistical Service: Methodology Advisory Committee continues on page 9 www.american.edu/info-metrics • • • • • • • • • Econometric Foundation: Originating Council Econometric Theory: Advisory Board EC2: Standing Committee Info-Metrics Institute: Advisory Board Advisory Commission: CEFAGE-UE, Universidade de Evora Portugal Governor: National Institute of Economic and Social Research. Centre Fellow: Centre for Microdata Methods and Practice, U.C.L. and I.F.S. Visiting Fellow: National Institute for Economic and Social Research Co-Editor: Themes in Modern Econometrics (Cambridge University Press) Ehsan Soofi (University of Wisconsin Milwaukee) Recent Publications • “Comparison, Utility, and Partition of Dependence under Absolutely Continuous and Singular Distributions”, Journal of Multivariate Analysis, 2014 (with N. Ebrahimi and N.Y. Jalali) • “New Maximum Entropy Methods for Modeling Lifetime Distribution”, Naval Research Logistics, 2014 (with M. Asadi, N. Ebrahimi, and S. Zarezadeh) Michael Stutzer (University of Colorado Boulder) Current Research • Newly proposed entropy bounds on asset pricing model kernels. Forthcoming/Recent Publications • “Optimal Hedging Via Large Deviations”, Physica A. Aman Ullah (University of California Riverside) Forthcoming/Recent Publications • Nonparametric Regression Estimation with General Parametric Error Covariance: A More Efficient Two-Step Estimator, Empirical Economics, Volume 45, pp. 1009-1024, 2013 (with Su and Wang) • Parametric and Nonparametric Frequentist Model Selection and Model Averaging, Econometrics, Volume 1, Number 2, pp. 157179, 2013 (with H. Wang) • On Existence of Moment of Mean Reversion Estimator in Linear Diffusion Models, Economics Letters. (2013), 120, 146-148 (with Bao and Zinde-Walsh) • Handbook of Applied Nonparametric and Semiparametric Econometrics and Statistics, New York: Oxford University Press, 2014 (with J. Racine and L. Su) • Robustified Financial Time Series Forecasting with Bagging, Econometric Reviews, Volume 33, pp. 575-605, 2014 (with S. Jin and L. Su) • Nonparametric and semiparametric regressions subject to monotonicity constraints: Estimation and forecasting, Journal of Econometrics, 182, 196-210, 2014 (with Lee and Tu) • Testing Additive Separability of Error Term in Nonparametric Structural Models, forthcoming in Econometric Reviews (with Su and Tu) • A Semiparametric Conditional Duration Model, forthcoming in Economics Letters, (with Dungy, Long, Wang) • Moment Approximation for Unit Root Models with Nonnormal Errors, forthcoming in Advances in Econometrics (with Bao and Zhang) 9 David Wolpert (Santa Fe Institute) Current Research • The information geometric structure underlying all noncooperative games. • Modeling cyber-security scenarios with game theory. • Modeling UAV / air tanker fire-fighting scenarios with game theory. • Applying information theory to Theory of the Firm. • Solving for the optimal macrophysics to describe a given microphysics. • Beating the Landauer bound. • A semantic theory of information and the foundations of physics. Forthcoming/Recent Publications • “Cyber-Physical Security: A Game Theory Model of Humans Interacting over Control Systems” • “Game Mining: How to Make Money from those about to Play a Game” • “Application of game theoretic models to evaluate airline equipage dynamics of Nextgen technologies” • “A theory of unstructured bargaining using distribution-valued solution concepts” • “Towards a Bayesian network game framework for evaluating DDoS attacks and defense” • “Predicting the behavior of interacting humans by fusing data from multiple sources” • “Counter-Factual Reinforcement Learning: How to Model Decision-Makers That Anticipate the Future” • “Hysteresis effects of changing parameters of noncooperative games” Other Updates • Moved full-time to Santa Fe Institute Ximing Wu (Texas A&M University) Current Research • Nonparametric and information-theoretic methods in econometrics. • Data-driven information-theoretic methods of distributional and specification hypotheses. • Nonparametric estimation of multivariate density and copula density functions. • Semiparametric estimation of shape-constrained functions. Forthcoming/Recent Publications • “Smoothing Tests of Copula Specifications”, forthcoming in Journal of Business and Economic Statistics (with J. Lin) • “Data-driven Smooth Test of Symmetry”, Journal of Econometrics (with Q. Li and D. Zhang) • “Penalized exponential series estimation of copula densities with an application to intergenerational dependence of body mass index”, forthcoming in Empirical Economics (with Y. Gao and Y. Zhang) • “Interdependence of oil prices and stock market indices: A copula approach”, Energy Economics, Volume 44, pp. 331–339, 2014 (with K. Sukcharoen, T. Zohrabyan, D. Leatham) continues on page 10 10 Info-Metrics Institute Fall 2014 Newsletter Victor Yakovenko (University of Maryland) Current Research • Studying probability distributions and inequality in money, income, debt, and energy consumption per capita around the world. Forthcoming/Recent Publications • “Global inequality in energy consumption from 1980 to 2010”, Entropy, Volume 15, pp. 5565, 2013, open access http://dx.doi. org/10.3390/e15125565; http://arxiv.org/abs/1312.6443 (with S. Lawrence, Q. Liu, and V. M. Yakovenko) • Continuing research grant from the Institute for New Economic Thinking (INET) for the period of 1/2013 - 12/2014 on the topic “Statistical Physics Approach to Income and Wealth Distribution” http://ineteconomics.org/grants/statistical-physics-approachincome-and-wealth-distribution Other Updates • Econophysics materials are regularly posted on a webpage: http://physics.umd.edu/~yakovenk/econophysics/ • Coverage by the media: Press release “The Entropy of Nations” http://jqi.umd.edu/news/entropy-nations • Coverage by the media: TV interview on Brian Lehrer’s show in New York http://www.cuny.tv/show/brianlehrer/PR2002638 • Coverage by the media: Appearance on TV Science Channel in the episode “Is Poverty Genetic?” of the program “Through the Wormhole with Morgan Freeman” http://www.sciencechannel.com/tv-shows/through-thewormhole/videos/the-rich-dont-play-by-the-same-rules.htm • Coverage by the media: Science magazine coverage “Physicists say it’s simple” the special section “The Science of Inequality”, http://www.sciencemag.org/content/344/6186/828 • Invited econophysics talks given at: University of Illinois at Urbana-Champaign, Physics Department Colloquium, August 2013 • Invited econophysics talks given at: University of Maryland, CSCAMM/KI-Net Seminar, September 2013 • Invited econophysics talks given at:American University, Washington DC, Physics Colloquium, February 2014 • Invited econophysics talks given at: Texas A&M University, College Station, Physics Department Colloquium, March 2014 • Invited econophysics talks given at: Rutgers University, Piscataway, Physics Department Colloquium, April 2014 • Invited econophysics talks given at: Graduate School of the City University of New York (CUNY), May 2014 • Invited econophysics talks given at: New School for Social Research, New York, Department of Economics Seminar, May 2014 • Invited econophysics talks given at: Institute for New Economic Thinking (INET), New York, May 2014 Fall 2013/Spring 2014 Visiting Fellows J. Michael Dunn (U Indiana Bloomington) Ariel Caticha (SUNY Albany) Esfandiar Maasoumi (Emory U) Aman Ullah (UC Riverside) Yiping Yang (Beijing University) Forthcoming Summer 2015 Tutorials “Nonparametric Kernel Methods for Practitioners across the sciences” Jeffrey S. Racine (McMaster University) “Interdisciplinary Applications of Microeconometrics.” William H. Greene (New York University) For further information on these tutorials, please visit our Info-Metrics Summer Program page: http://www.american. edu/cas/economics/info-metrics/econometrics.cfm The Office of the Comptroller of the Currency (OCC) is the primary sponsor of the Info-Metrics Institute. We wish to thank OCC for their continued generous support. We would like to thank XacBank Mongolia for help in supporting the Information, Instability and Fragility in Networks: Methods and Applications conference in November 2013. We thank the American University College of Arts and Sciences as well as the Economics department for partial support toward general Institute activities. Participants get ready for the Information, Instability and Fragility workshop in November of 2013 at Hotel Boulderado in Boulder, CO In order to encourage collaborations among its Affiliates, the Info-Metrics Institute makes available limited funds to partially support those Affiliates (Research Associates and Advisory Board Members) that are either currently collaborating or interested in collaborating (meaning at least two Affiliates work together on a project/paper) and where such funding would facilitate the collaboration. For more information, please email info-metrics@american.edu. www.american.edu/info-metrics 11 Affiliate Profiles Marine Carrasco Marine Carrasco (Professor at the University of Montreal) works primarily in the areas of estimation and inference in Econometrics. She applies techniques from the inverse problems literature to informationbased estimation methods. With a PhD student Guy Tchuente, she recently showed that regularized versions of the Limited Maximum Likelihood estimator are consistent in presence of heteroskedasticity and are efficient with many weak instruments. Her latest research is focused on the generalization of empirical likelihood estimation to handle a continuum or a countable infinite number of moment conditions and the regularization techniques of the covariance matrix and its application to portfolio selection in finance. Professor Carrasco’s progressive research on the asymptotic efficiency of GMM was done jointly with Jean-Pierre Florens and will be forthcoming in Econometric Theory. Her work with Guy Tchuente on the efficient estimation with many weak instruments using regularization techniques and regularized LIML for many instruments can be found at: https:// www.webdepot.umontreal.ca/Usagers/carrascm/MonDepotPublic/ carrascm/EconRev.pdf and https://www.webdepot.umontreal.ca/ Usagers/carrascm/MonDepotPublic/carrascm/Carrasco_Tchuente.pdf. Min Chen Min Chen (Professor of Scientific Visualization at Oxford University and a Fellow of Pembroke College) developed his academic career in Wales between 1984 and 2011. He is leading visualization activities at Oxford e-Research Centre, with a team of researchers working on a broad spectrum of interdisciplinary research topics, ranging from sciences to sports, and from digital humanities to cybersecurity. He is particularly passionate about developing a theory of visualization that can explain why and how good visualization facilitates efficient and effective information delivery from computers to humans and between humans. In collaboration with several colleagues, he proposed to use information theory as an underpinning framework for visualization (2010); he related the merits and demerits of visual embellishment to source and channel encoding in information theory (2012); and more recently, he proposed 10 types of visual multiplexing, categorizing how humans perceive multiple pieces of information associated to a single spatial location (2014). In aspects of theory development, he is currently working on informationtheoretic metrics for measuring quality of visualization (QoV). Min Chen is a fellow of British Computer Society, European Computer Graphics Association, and Learned Society of Wales. For more information about his research interests, publication and teaching activities, please visit his web page (https://sites.google.com/ site/drminchen). Nathan Harshman Nathan Harshman (Associate Professor of Physics, American University) applies techniques from quantum information theory to particle systems as a method to probe the limits of deterministic and reductionist descriptions of matter. His research explores whether information-based criteria can be employed to discover physically-important quantum subsystems and to investigate the emergence of coherent quantum composite structures. He work has shown how the geometrical and dynamical symmetries of a system can privilege certain observables, and these observables can in turn induce virtual subsystems. The entanglement among these distinguished subsystems obeys a kind of informational conservation law. Recently, he presented applications of these ideas to few-body physics. At the Workshop on Noise, Information and Complexity at the Quantum Scale in Erice, Italy, at the Workshop on Universality in Few-Body Systems at the Institute for Nuclear Theory at the University of Washington, and at the Annual Meeting of the Division of Atomic, Molecular and Optical Physics of the American Physical Society. In these presentations and two recent articles in Physical Review A, he described entanglement structures that present new opportunities for implementing quantum information processing and quantum simulations with highly-controllable particle systems like ultracold atomic gases. Previous related research focused on classifying entanglement structures for two-body systems by how they transform under dynamical symmetries and on the general properties of entanglement relativity under redefinition of quantum subsystems. Jeffrey Racine Jeffrey S. Racine (Senator William McMaster Chair in Econometrics at McMaster University) works in econometrics and statistics. His main field of interest lies in robust estimation and inference and he works mainly with kernelbased and spline-based approaches. He is most well-known for his work on robust estimation in the presence of categorical and continuous variables. His current research includes exploring the links between kernel smoothing methods and hierarchical Bayes methods (joint with Professor Nick Kiefer at Cornell University), fully nonparametric approaches to instrumental variable methods (one project joint with Professor Xiaohong Chen at Yale University, another joint with Professor Jean-Pierre Florens at the University of Toulouse), and nonparametric approaches with improved performance (joint with Professor Peter Hall at the University of Melbourne). Professor Racine’s recent travels have taken him to CREATES at the University of Aarhus, Denmark (Center for Research in Econometric Analysis of Time Series), where he is an International Research Fellow, The University of Sydney, the University of Melbourne, Monash University and La Trobe University in Australia where he gave seminars and lectures, and recent conferences at the Rimini Center for Economic Analysis held in Rimini Italy (Bayesian Workshop) where he is also a Senior Fellow, the second ISNPS conference held in Cadiz, Spain (International Society for Nonparametric Statistics where he is on the organizing and charting committees), and IWAP 2014 (International Workshop on Applied Probability). 12 Info-Metrics Institute Fall 2014 Newsletter Graduate Students in Their Own Words Paul Corral (American University) Most endogenous sample selection issues have been dealt with variants of Heckman’s selection model. The model relies on the assumption of normality. However, when dealing with data where the data generating process is unknown, and the data may be less than ideal an information theoretic approach may be more suitable. During the summer I have been working on implementing the methodology previously developed in Golan, Moretti, and Perloff (1999) to study the effects of liquidity constraints on agriculture among Nigerian farming households. Justin Grana (American University) I am developing a method using generalized maximum entropy to estimate the level of player sophistication in level-k games. In the level-k framework, players that are level 0 do not act strategically and choose their actions randomly. Level 1 players choose their best action assuming all other players are level 0. Level 2 players choose their best action assuming all other players are level 1...and so on. Estimating parameters of this game (including the level of reasoning of the players) is generally an under-determined problem when no restrictions are placed on the level 0 distribution. Therefore, most models assume the level 0 distribution is uniform over the action space. My method relaxes this assumption and allows the econometrician to estimate the level of player sophistication, as well as other parameters of the game without assuming a uniform level 0 distribution. Initial Monte Carlo experiments shows that my method performs at least as well as the traditional maximum likelihood methods. Ellis Scharfenaker (New School for Social Research) Adviser: Duncan Foley It is widely recognized in economic theory that competition plays a central organizing role in the economy. However, it is quite reasonable to assume that firms have a limited capacity to optimally respond to the myriad of market signals. Therefore, in considering the behavior and actions of firms in a decentralized competitive landscape, it is important to explicitly consider the information processing constraints as in Sims (2003). From this perspective I am developing a field model of competitive firms that are constrained by a minimum informational entropy. It shows that from the information theoretic perspective, firms’ expected payoff from competing in markets subject to a constrained Shannon information channel, gives rise to a decision temperature that characterizes a scalar field of competitive pressure over which firms’ potential entry and exit decisions are distributed. This model is general and parsimonious and is well supported by firm-level data gathered from Compustat. Support the Institute! The Info-Metrics Institute is happy to receive donations toward its different activities. Contributions to the Institute are tax deductible, subject to federal and state guidelines. With these resources, we hope to establish more longterm fellowships for students and junior and senior researchers. We also hope to be able to expand our classes and knowledge dissemination activities. For more information on how to donate, please contact the Institute at info-metrics@american.edu or 202-885-3770. Daniela Scida (Brown University) Adviser: Eric Renault The study of financial phenomena like contagion involves the use of models with a large number of variables. These models are challenging in that the presence of so many variables introduces “noise” in the assessment of how “financial individuals” are connected and influence each other. My line of research for the Info-Metrics summer fellowship is in the spirit of sparse Vector Autoregressive modeling by Davis, Zang, and Zheng (2012), where the end goal is to deliver more parsimonious models by deleting weak links. However, in contrast with their paper, I attempt to achieve some degree of sparsity by taking advantage of the asymmetric feature of Granger Causality. Mehdi Shoja (University of Wisconsin Madison) Adviser: Ehsan Soofi Each quarter Central Banks survey panels of experts and collect probability distributions for the pre-assigned categories of an economic variable, such as GDP and consumer price index. Recently, Shannon entropy has been used for measuring the uncertainty of the economic variable based on the forecasters’ distributions. In this paper, my research team develops this line of research by utilizing the information theoretic and Bayesian machineries. Forecasters’ distributions are viewed as post-data distribution generated in a random environment, which provide information about the economic variable in terms of expected uncertainty reduction. The maximum entropy probability vectors derived based on the moments of the forecasters’ distributions provide upper bounds for the uncertainty. Disagreement among the forecasters is defined in terms of information divergence. Bayesian models are used to capture the uncertainty about the unknown probability distribution of the economic variable. Events Over the Past 5 Years Below is a list of the workshops and conferences the Institute has thoughtfully organized over the past five years. For more information on past conferences and workshops, visit the event archives on our website. Information, Instability and Fragility in Networks: Methods and Applications, University of Colorado, Boulder Philosophy of Information, American University Info-Metrics and Nonparametric Inference, University of California, Riverside Information and Econometrics of Networks, American University Information Theory and Shrinkage Estimation, American University Philosophy of Information, American University Info-Metrics Across the Sciences, American University Info-Metrics: Theory and Applications in the Social Sciences, American University Info-Metrics in the Natural Sciences and Its Implications for the Social Sciences, American University Information Theoretic Estimation and Data Analysis: State of the Science and New Directions, American University Editors: Aisha Khan and Carol Hong.