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金融工程研究中心学术报告:Mean Field Games, their FBSDEs and Master Equations
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- 2023-10-21 17:05:34
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报 告 人: Sheung Chi Phillip Yam The Chinese University of Hong
Kong
报告时间: 2023年10月24日星期二
16:30-17:15
报告地点:览秀楼105学术报告厅
报告摘要:
Modeling
collective behaviors of individuals in account of their mutual interactions
arisen in various physical or sociological dynamical systems have been one of
the major problems in the history of mankind. To resolve this matter, a
completely different macroscopic approach inspired from statistical physics had
been gradually developed in the last decade, which eventually leads to the
primitive notion of mean field game theory. In this talk, we shall introduce a
theory of global-in-time well-posedness for a general class of mean field game
problems, which include as an example settings with quasi-convex payoff
functions as long as the mean field sensitivity is not too large. Through the
stochastic maximum principle, we adopt the forward backward stochastic
differential equation (FBSDE) approach to investigate the unique existence of
the corresponding equilibrium strategies. This FBSDE is first solved locally in
time, then by controlling the sensitivity with respect to the initial condition
of the solution to the backward equation via studying its Jacobian flow, the
global-in-time solution is warranted. Further analysis of the Jacobian flow of
the solution to the FBSDE will be discussed so as to establish the regularities
of the value function, including its linear functional differentiability, that
also leads to the classical well-posedness of the complicated one-directional
master equations on R^n. In contrast to the recent approach with an emphasis on
the well-posedness of the master equations, we solve the whole problem by
tackling the mean field game equilibrium problems directly; indeed, we extend
the well-posedness result in [P. Caradaliaguet, F. Delarue, J.-M. Lasry, and
P.-L. Lions. The master equation and the convergence problem in mean field
games:(ams-201).], which founds their theory on a torus in a Holder space, to the
whole unbounded domain R^n via the Sobolev space language.
个人简介:
Phillip Yam received his BSc in Actuarial Science with first class
honours and MPhil from the University of Hong Kong. Supported by the two
scholarships awarded by the Croucher Foundation (Hong Kong), he obtained an
MASt (Master of Advanced Study) degree, Part III of the Mathematical Tripos,
with Distinction in Mathematics from University of Cambridge and a DPhil in
Mathematics from University of Oxford. During his postgraduate studies, he was
awarded with the E. M. Burnett Prize in Mathematics from University of
Cambridge, and the junior research fellowship from The Erwin Schr?dinger
International Institute for Mathematics and Physics of University of Vienna.
Phillip
is currently the Co-Director of the Interdisciplinary Major Program in
Quantitative Finance and Risk Management Science, and a full Professor at the
Department of Statistics of CUHK. He is also Assistant Dean (Education) of CUHK
Faculty of Science, and Fellow of the Centre for Promoting Science Education in
the Faculty. He got appointed as a research fellow in the Hausdorff Research
Institute for Mathematics of University of Bonn and a Visiting Professor in the
Department of Statistics of Columbia University in the City of New York. He has
about a hundred journal articles in actuarial science and financial
mathematics, applied mathematics, engineering, and statistics, and has also
been serving in editorial boards of several journals in these fields. Together
with Alain Bensoussan and Jens Frehse, he wrote up the first monograph on mean
field games and mean field type control theory. His research project with
the title "Comonotone-independence Bayes Classifier (CIBer)" was
awarded a Silver Medal in the 48th International Exhibition of Inventions
Geneva in 2023.
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