Identification and Estimation of a Discrete Game of Complete Information

被引:120
作者
Bajari, Patrick [1 ]
Hong, Han [2 ]
Ryan, Stephen P. [3 ]
机构
[1] Univ Minnesota, Dept Econ, Minneapolis, MN 55455 USA
[2] Stanford Univ, Dept Econ, Stanford, CA 94305 USA
[3] MIT, Dept Econ, Cambridge, MA 02142 USA
基金
美国国家科学基金会;
关键词
Complete information; discrete games; equilibrium selection mechanism; mixed strategies; importance sampling; EMPIRICAL-ANALYSIS; EQUILIBRIUM; MODELS; ENTRY; CHOICE; COMPETITION; PRICES;
D O I
10.3982/ECTA5434
中图分类号
F [经济];
学科分类号
02 ;
摘要
We discuss the identification and estimation of discrete games of complete information. Following Bresnahan and Reiss (1990, 1991), a discrete game is a generalization of a standard discrete choice model where utility depends on the actions of other players. Using recent algorithms to compute all of the Nash equilibria to a game, we propose simulation-based estimators for static, discrete games. We demonstrate that the model is identified under weak functional form assumptions using exclusion restrictions and an identification at infinity approach. Monte Carlo evidence demonstrates that the estimator can perform well in moderately sized samples. As an application, we study entry decisions by construction contractors to bid on highway projects in California. We find that an equilibrium is more likely to be observed if it maximizes joint profits, has a higher Nash product, uses mixed strategies, and is not Pareto dominated by another equilibrium.
引用
收藏
页码:1529 / 1568
页数:40
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