An eye-tracking study of feature-based choice in one-shot games

被引:45
作者
Devetag G. [1 ]
Di Guida S. [2 ,3 ]
Polonio L. [4 ,5 ]
机构
[1] Department of Business and Management, Luiss Guido Carli, Viale Pola 12, Rome
[2] Department of Business and Economics, COHERE, Syddansk Universitet, Campusvej 55, Odense M
[3] SBS-EM, ECARES, Université Libre de Bruxelles, Brussels
[4] Department of Cognitive Science and Education, University of Trento, Corso Bettini 31, Rovereto
[5] Center for Mind and Brain Sciences, University of Trento, Corso Bettini 31, Rovereto
关键词
Bounded rationality; Eye-tracking; Feature-based choice; Focal points; Individual behavior; One-shot games;
D O I
10.1007/s10683-015-9432-5
中图分类号
学科分类号
摘要
Previous experimental research suggests that individuals apply rules of thumb to a simplified mental model of the “real” decision problem. We claim that this simplification is obtained either by neglecting the other players’ incentives and beliefs or by taking them into consideration only for a subset of game outcomes. We analyze subjects’ eye movements while playing a series of two-person, 3 × 3 one-shot games in normal form. Games within each class differ by a set of descriptive features (i.e., features that can be changed without altering the game equilibrium properties). Data show that subjects on average perform partial or non-strategic analysis of the payoff matrix, often ignoring the opponent´s payoffs and rarely performing the necessary steps to detect dominance. Our analysis of eye-movements supports the hypothesis that subjects use simple decision rules such as “choose the strategy with the highest average payoff” or “choose the strategy leading to an attractive and symmetric outcome” without (optimally) incorporating knowledge on the opponent’s behavior. Lookup patterns resulted being feature and game invariant, heterogeneous across subjects, but stable within subjects. Using a cluster analysis, we find correlations between eye-movements and choices; however, applying the Cognitive Hierarchy model to our data, we show that only some of the subjects present both information search patterns and choices compatible with a specific cognitive level. We also find a series of correlations between strategic behavior and individual characteristics like risk attitude, short-term memory capacity, and mathematical and logical abilities. © 2015, Economic Science Association.
引用
收藏
页码:177 / 201
页数:24
相关论文
共 37 条
[1]  
Arieli A., Ben-Ami Y., Rubinstein A., Fairness motivations and procedures of choice between lotteries as revealed through eye movements, American Economic Journal: Microeconomics, 3, 4, pp. 68-76, (2011)
[2]  
Baron-Cohen S., Questione di Cervello, (2004)
[3]  
Bhatt M., Camerer C.F., Self-referential thinking and equilibrium as states of mind in games: fMRI evidence, Games and Economic Behavior, 52, 2, pp. 424-459, (2005)
[4]  
Bolton G.E., Ockenfels A., A theory of equity, reciprocity, and competition, American Economic Review, 90, 1, pp. 166-193, (2000)
[5]  
Bosch-Domenech A., Montalvo J.G., Nagel R., Satorra A., One, two, (three), infinity,…: newspaper and lab beauty-contest experiments, American Economic Review, 92, 5, pp. 1687-1701, (2002)
[6]  
Brocas I., Carrillo J.D., Wang S.W., Camerer C.F., Imperfect choice or imperfect attention? Understanding strategic thinking in private information games, The Review of Economic Studies, 81, 3, pp. 944-970, (2014)
[7]  
Camerer C.F., Ho T.-H., Chong J.-K., A cognitive hierarchy model of games, The Quarterly Journal of Economics, 119, 3, pp. 861-898, (2004)
[8]  
Chen C.-T., Huagn C.-Y., Wang J., T.-Y, (2013)
[9]  
Costa-Gomes M., Crawford V.P., cognition and behavior in two-person guessing games: An experimental study, American Economic Review, 96, 5, pp. 1737-1768, (2006)
[10]  
Costa-Gomes M., Crawford V.P., Broseta B., Cognition and behavior in normal-forma games: An experimental study, Econometrica, 69, 5, pp. 1193-1235, (2001)