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Опыт организации международного семинараExperimental Economics and Machine Learning
Игнатов Дмитрий Игоревич
Национальный исследовательский университет Высшая школа экономикиФакультет компьютерных наук
Департамент анализа данных и искусственного интеллекта &МНУЛ ИССА
2016
Игнатов Д.И. (EEML) 2016 1 / 15
План
1 О чем поговорить?
2 EEML workshop
Игнатов Д.И. (EEML) 2016 2 / 15
План
1 О чем поговорить?
2 EEML workshop
Игнатов Д.И. (EEML) 2016 3 / 15
О чем стоит поговорить?
EEML workshopВводный курс: Data Mining & Machine Learning
Игнатов Д.И. (EEML) 2016 4 / 15
План
1 О чем поговорить?
2 EEML workshop
Игнатов Д.И. (EEML) 2016 5 / 15
Мотивация в 2008 году
Эмпирический подходПодход от модели к данным хорош, но... наш подход – от данных к моделями гипотезам.
Единомышленники?Наиболее близки к этому взгляду поведеченская и экспериментальнаяэкономики.
МетодологияНабор используемых методов весьма ограничен: теория игр и эконометрика(в основном линейные модели для небольших данных).
Игнатов Д.И. (EEML) 2016 6 / 15
Единомышленники
Zurich Toolbox for Readymade Economic Experiments
Игнатов Д.И. (EEML) 2016 7 / 15
Predictably irrational by 2008 Dan Ariely
Predictably Irrational: The Hidden Forces That Shape Our DecisionsMy goal, by the end of this book, is to help you fundamentally rethink what makesyou and the people around you tick. I hope to lead you there by presenting a widerange of scientific experiments, findings, and anecdotes that are in many casesquite amusing. Once you see how systematic certain mistakes are – how we repeatthem again and again – I think you will begin to learn how to avoid some of them.
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Игнатов Д.И. (EEML) 2016 8 / 15
Hal Varian’s thoughs on ML&DM
The paper by Hal R. Varian: Big Data: New Tricks for EconometricsI believe that these methods have a lot to offer and should be more widely knownand used by economists. In fact, my standard advice to graduate students thesedays is “go to the computer science department and take a class in machinelearning.” There have been very fruitful collaborations between computer scientistsand statisticians in the last decade or so, and I expect collaborations betweencomputer scientists and econometricians will also be productive in the future.
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Игнатов Д.И. (EEML) 2016 9 / 15
Susan Athey’s views
The Computer Science and Engineering Distinguished LectureMachine Learning Meets Economics: Using Theory, Data, and Experiments toDesign Markets
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Игнатов Д.И. (EEML) 2016 10 / 15
EEML workshop series: http://eeml.hse.ru
EEML 2012: Leuven, Belgium, May 9.Edited by: Rustam Tagiew, Dmitry I. Ignatov, Alexey A. Neznanov, JonasPoelmansтруды в CEUR-wsEEML 2013: Dallas, TX, USA, in conjuction with IEEE ICDM 2013R. Tagiew, D.I. Ignatov, and Fadi AmroushProceedings at IEEE Xplore (Preface)EEML 2014 Nancy, France, in conjuction with ECML PKDD 2014Chairs: R. Tagiew, D.I. Ignatov, Boris Gutkin, and Fadi AmroushNews 1News 2EEML 2016, Moscow, Russia, July 18. Edited by: R. Tagiew, D.I. Ignatov,Andreas Hilbert, Radhakrishnan Delhibabuтруды в CEUR-ws
Игнатов Д.И. (EEML) 2016 11 / 15
Do and re-do
Original paper: Social learning in networks: a Quantal Response Equilibriumanalysis of experimental. Review of Economic Design, 2012, 16, pp 135–157Our paper: Social Learning in Networks: Extraction Deterministic Rules(slides)paperHospitality networks:The Economy of Internet-Based Hospitality ExchangeBewelcome.org – a non-profit democratic hospex service set up for growthHospitality Exchange Services as a Source of Spatial and Social Data?Economics of Internet-Based Hospitality ExchangeGift-exchange (games):Gift Ratios in Laboratory ExperimentsReciprocity in Gift-Exchange-Games
Игнатов Д.И. (EEML) 2016 12 / 15
Our profiles at DBLP
R. TagiewD.I. Ignatov
Игнатов Д.И. (EEML) 2016 13 / 15
Вопросы и контактыwww.hse.ru/staff/dima
Спасибо!
rtagiew[at]gmail.com & dmitrii.ignatov[at]gmail.com
Игнатов Д.И. (EEML) 2016 15 / 15
