Computing pure Bayesian-Nash equilibria in games with finite actions and continuous types

被引:30
作者
Rabinovich, Zinovi [1 ,2 ]
Naroditskiy, Victor [2 ]
Gerding, Enrico H. [2 ]
Jennings, Nicholas R. [2 ,3 ]
机构
[1] Bar Ilan Univ, Dept Comp Sci, IL-52900 Ramat Gan, Israel
[2] Univ Southampton, Southampton SO17 1BJ, Hants, England
[3] King Abdulaziz Univ, Dept Comp & Informat Technol, Jeddah, Saudi Arabia
基金
英国工程与自然科学研究理事会;
关键词
Algorithmic game theory; Bayes-Nash equilibrium; Epsilon-Nash equilibrium; Fictitious play; Simultaneous auctions; SIMULTANEOUS AUCTIONS; FICTITIOUS PLAY; UPPER ENVELOPE; ALGORITHMS; DESIGN;
D O I
10.1016/j.artint.2012.09.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We extend the well-known fictitious play (FP) algorithm to compute pure-strategy Bayesian-Nash equilibria in private-value games of incomplete information with finite actions and continuous types (G-FACTs). We prove that, if the frequency distribution of actions (fictitious play beliefs) converges, then there exists a pure-strategy equilibrium strategy that is consistent with it. We furthermore develop an algorithm to convert the converged distribution of actions into an equilibrium strategy for a wide class of games where utility functions are linear in type. This algorithm can also be used to compute pure epsilon-Nash equilibria when distributions are not fully converged. We then apply our algorithm to find equilibria in an important and previously unsolved game: simultaneous sealed-bid, second-price auctions where various types of items (e.g., substitutes or complements) are sold. Finally, we provide an analytical characterisation of equilibria in games with linear utilities. Specifically, we show how equilibria can be found by solving a system of polynomial equations. For a special case of simultaneous auctions, we also solve the equations confirming the results obtained numerically. Crown Copyright (C) 2012 Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:106 / 139
页数:34
相关论文
共 64 条
[1]  
Abramowitz M., 1964, Handbook of mathematical functions with formulas, graphs, and mathematical tables, DOI DOI 10.1119/1.15378
[2]  
[Anonymous], 1996, Handbook of Computational Economics
[3]  
[Anonymous], 1999, Level Set Methods and Fast Marching Methods: Evolving Interfaces in Computational Geometry, Fluid Mechanics, Computer Vision, and Materials Science
[4]   Fictitious play in 2 X n games [J].
Berger, U .
JOURNAL OF ECONOMIC THEORY, 2005, 120 (02) :139-154
[5]   Brown's original fictitious play [J].
Berger, Ulrich .
JOURNAL OF ECONOMIC THEORY, 2007, 135 (01) :572-578
[6]  
Brown G. W., 1951, Activity Analysis of Production and Allocation, V13, P374
[7]  
Camerer C.-F., 2003, Behavioral game theory: Experiments in strategic interaction, DOI DOI 10.1016/J.SOCEC.2003.10.009
[8]  
Chapman AC, 2010, AAAI CONF ARTIF INTE, P749
[9]   THE DISCRETE BID 1ST AUCTION [J].
CHWE, MSY .
ECONOMICS LETTERS, 1989, 31 (04) :303-306
[10]  
Courtois N, 2000, LECT NOTES COMPUT SC, V1807, P392