TY - JOUR
T1 - Mean Field Equilibrium
T2 - Uniqueness, Existence, and Comparative Statics
AU - Light, Bar
AU - Weintraub, Gabriel Y.
N1 - Publisher Copyright:
© 2022 INFORMS Inst.for Operations Res.and the Management Sciences. All rights reserved.
PY - 2022/1/1
Y1 - 2022/1/1
N2 - The standard solution concept for stochastic games is Markov perfect equilibrium; however, its computation becomes intractable as the number of players increases. Instead, we consider mean field equilibrium (MFE), which has been popularized in recent literature. MFE takes advantage of averaging effects in models with a large number of players. We make three main contributions. First, our main result provides conditions that ensure the uniqueness of an MFE. We believe this uniqueness result is the first of its nature in the class of models we study. Second, we generalize previous MFE existence results. Third, we provide general comparative statics results. We apply our results to dynamic oligopoly models and to heterogeneous agent macroeconomic models commonly used in previous work in economics and operations.
AB - The standard solution concept for stochastic games is Markov perfect equilibrium; however, its computation becomes intractable as the number of players increases. Instead, we consider mean field equilibrium (MFE), which has been popularized in recent literature. MFE takes advantage of averaging effects in models with a large number of players. We make three main contributions. First, our main result provides conditions that ensure the uniqueness of an MFE. We believe this uniqueness result is the first of its nature in the class of models we study. Second, we generalize previous MFE existence results. Third, we provide general comparative statics results. We apply our results to dynamic oligopoly models and to heterogeneous agent macroeconomic models commonly used in previous work in economics and operations.
KW - Comparative statics
KW - Dynamic games
KW - Dynamic oligopoly models
KW - Heterogeneous agent macroeconomic models
KW - Mean field equilibrium
KW - Uniqueness of equilibrium
UR - http://www.scopus.com/inward/record.url?scp=85125007079&partnerID=8YFLogxK
U2 - 10.1287/opre.2020.2090
DO - 10.1287/opre.2020.2090
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AN - SCOPUS:85125007079
SN - 0030-364X
VL - 70
SP - 585
EP - 605
JO - Operations Research
JF - Operations Research
IS - 1
ER -