Strategic Interaction and Interstate Crises: A Bayesian Quantal Response Estimator for Incomplete Information Games

Private information characteristics like resolve and audience costs are powerful influences over strategic international behavior, especially crisis bargaining. As a consequence, states face asymmetric information when interacting with one another and will presumably try to learn about each others' private characteristics by observing each others' behavior. A satisfying statistical treatment would account for the existence of asymmetric information and model the learning process. This study develops a formal and statistical framework for incomplete information games that we term the Bayesian Quantal Response Equilibrium Model (BQRE model). Our BQRE model offers three advantages over existing work: it directly incorporates asymmetric information into the statistical model's structure, estimates the influence of private information characteristics on behavior, and mimics the temporal learning process that we believe takes place in international politics.

[1]  J. O'neal,et al.  The Classical Liberals Were Right: Democracy, Interdependence, and Conflict, 1950–1985 , 1997 .

[2]  T. Schelling Arms and In# uence , 2008 .

[3]  Na Li,et al.  Simple Parallel Statistical Computing in R , 2007 .

[4]  Christopher Zorn,et al.  In Defense of Comparative Statics: Specifying Empirical Tests of Models of Strategic Interaction , 2007, Political Analysis.

[5]  The Common Priors Assumption: A comment on Bargaining and the Nature of War , 2005 .

[6]  J. Fearon Rationalist explanations for war , 1995, International Organization.

[7]  B. Russett,et al.  Triangulating Peace: Democracy, Interdependence, and International Organizations , 2000 .

[8]  David A. Lake,et al.  Strategic Choice and International Relations , 1999 .

[9]  James D. Morrow,et al.  Capabilities, Uncertainty, and Resolve: A Limited Information Model of Crisis Bargaining , 1989 .

[10]  Booncharoen Sirinaovakul,et al.  Introduction to the Special Issue , 2002, Comput. Intell..

[11]  P. Diesing,et al.  Conflict Among Nations , 2019 .

[12]  William Reed,et al.  Information, Power, and War , 2003 .

[13]  The Common Priors Assumption , 2006 .

[14]  A. Stam,et al.  Bargaining and the Nature of War , 2004 .

[15]  Christopher Gelpi,et al.  Winners or Losers? Democracies in International Crisis, 1918–94 , 2001, American Political Science Review.

[16]  Branislav L. Slantchev The Power to Hurt: Costly Conflict with Completely Informed States , 2003, American Political Science Review.

[17]  Kenneth A. Schultz,et al.  Revealing Preferences: Empirical Estimation of a Crisis Bargaining Game with Incomplete Information , 2003, Political Analysis.

[18]  Peter J. Partell,et al.  Audience Costs and Interstate Crises: An Empirical Assessment of Fearon's Model of Dispute Outcomes , 1999 .

[19]  Curtis S. Signorino Structure and Uncertainty in Discrete Choice Models , 2003, Political Analysis.

[20]  J. Sekhon,et al.  Genetic Optimization Using Derivatives , 1998, Political Analysis.

[21]  M. Bas Statistical Backwards Induction : A Simple Method for Estimating Strategic Models , 2006 .

[22]  A. Stam,et al.  Democracy, War Initiation, and Victory , 1998, American Political Science Review.

[23]  Curtis S. Signorino,et al.  Statistical Backwards Induction: A Simple Method for Estimating Recursive Strategic Models , 2007, Political Analysis.

[24]  J. Fearon Domestic Political Audiences and the Escalation of International Disputes , 1994, American Political Science Review.

[25]  Cheng Hsiao,et al.  Analysis of Panel Data , 1987 .

[26]  James D. Fearon,et al.  Signaling Versus the Balance of Power and Interests , 1994 .

[27]  Curtis S. Signorino,et al.  Strategic Misspecification in Regression Models , 2003 .

[28]  Curtis S. Signorino On Formal Theory and Statistical Methods: A Response to Carrubba, Yuen, and Zorn , 2007 .

[29]  Daniel G. Acheson-Brown Democracies at War , 2003 .

[30]  Jonathan N. Wand Comparing Models of Strategic Choice: The Role of Uncertainty and Signaling , 2006 .

[31]  Jim Granato,et al.  Puzzles, Proverbs, and Omega Matrices: The Scientific and Social Significance of Empirical Implications of Theoretical Models (EITM) , 2004, Perspectives on Politics.

[32]  R. McKelvey,et al.  Quantal Response Equilibria for Extensive Form Games , 1998 .

[33]  Secrecy and War: The Origins of Private Information , 2006 .

[34]  Curtis S. Signorino Strategic Interaction and the Statistical Analysis of International Conflict , 1999, American Political Science Review.

[35]  R. McKelvey,et al.  Quantal Response Equilibria for Normal Form Games , 1995 .

[36]  R. Powell Bargaining and Learning While Fighting , 2004 .

[37]  A. Stam,et al.  Democracies at War , 2010 .

[38]  Alastair Smith,et al.  Testing theories of strategic choice: The example of crisis escalation , 1999 .

[39]  Kenneth A. Schultz Do Democratic Institutions Constrain or Inform? Contrasting Two Institutional Perspectives on Democracy and War , 1999, International Organization.