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A Formal Separation Between Strategic and Nonstrategic Behavior

Published: 13 July 2020 Publication History

Abstract

It is common in multiagent systems to make a distinction between "strategic" behavior and other forms of intentional but "nonstrategic" behavior: typically, that strategic agents model other agents while nonstrategic agents do not. However, a crisp boundary between these concepts has proven elusive. This problem is pervasive throughout the game theoretic literature on bounded rationality and particularly critical in parts of the behavioral game theory literature that make an explicit distinction between the behavior of "nonstrategic" level-0 agents and "strategic" higher-level agents (e.g., the level-k and cognitive hierarchy models). Overall, work discussing bounded rationality rarely gives clear guidance on how the rationality of nonstrategic agents must be bounded, instead typically just singling out specific decision rules and informally asserting them to be nonstrategic (e.g., truthfully revealing private information; randomizing uniformly). In this work, we propose a new, formal characterization of nonstrategic behavior. Our main contribution is to show that it satisfies two properties: (1) it is general enough to capture all purportedly "nonstrategic" decision rules of which we are aware in the behavioral game theory literature; (2) behavior that obeys our characterization is distinct from strategic behavior in a precise sense.

References

[1]
Sachin Adlakha and Ramesh Johari. 2013. Mean field equilibrium in dynamic games with strategic complementarities. Operations Research, Vol. 61, 4 (2013), 971--989.
[2]
Stéphane Airiau and Sandip Sen. 2003. Strategic bidding for multiple units in simultaneous and sequential auctions. Group Decision and Negotiation, Vol. 12, 5 (2003), 397--413.
[3]
R.J. Aumann. 1995. Backward induction and common knowledge of rationality. Games and Economic Behavior, Vol. 8, 1 (1995), 6--19.
[4]
Robert Aumann and Adam Brandenburger. 1995. Epistemic conditions for Nash equilibrium. Econometrica: Journal of the Econometric Society (1995), 1161--1180.
[5]
Moshe Babaioff, Noam Nisan, and Elan Pavlov. 2004. Mechanisms for a spatially distributed market. In Proceedings of the 5th ACM Conference on Electronic Commerce. 9--20.
[6]
Heski Bar-Isaac and Juan-José Ganuza. 2005. Teaching to the top and searching for superstars. Technical Report. New York University, Leonard N. Stern School of Business, Department of Economics.
[7]
B.D. Bernheim. 1984. Rationalizable Strategic Behavior. Econometrica, Vol. 52, 4 (1984), 1007--1028.
[8]
C.F. Camerer, T.H. Ho, and J.K. Chong. 2004. A Cognitive Hierarchy Model of Games. Quarterly Journal of Economics, Vol. 119, 3 (2004), 861--898.
[9]
Colin F. Camerer. 2003. Behavioral Game Theory: Experiments in Strategic Interaction .Princeton University Press.
[10]
Xi Chen and Xiaotie Deng. 2006. Settling the complexity of two-player Nash equilibrium. In Foundations of Computer Science, 2006. FOCS'06. 47th Annual IEEE Symposium on. 261--272.
[11]
M. Costa-Gomes, V.P. Crawford, and B. Broseta. 2001. Cognition and Behavior in Normal-Form Games: An Experimental Study. Econometrica, Vol. 69, 5 (2001), 1193--1235.
[12]
Vincent P Crawford, Miguel A Costa-Gomes, Nagore Iriberri, et al. 2010. Strategic thinking. Working paper.
[13]
Constantinos Daskalakis, Paul W Goldberg, and Christos H Papadimitriou. 2009. The complexity of computing a Nash equilibrium. SIAM J. Comput., Vol. 39, 1 (2009), 195--259.
[14]
Enrico H Gerding, Valentin Robu, Sebastian Stein, David C Parkes, Alex Rogers, and Nicholas R Jennings. 2011. Online mechanism design for electric vehicle charging. In The 10th International Conference on Autonomous Agents and Multiagent Systems-Volume 2. 811--818.
[15]
Arpita Ghosh and Patrick Hummel. 2012. Implementing optimal outcomes in social computing: a game-theoretic approach. In Proceedings of the 21st International Conference on World Wide Web. 539--548.
[16]
Itzhak Gilboa and Dov Samet. 1989. Bounded versus unbounded rationality: The tyranny of the weak. Games and Economic Behavior, Vol. 1, 3 (1989), 213--221.
[17]
Michel Grabisch, Antoine Mandel, Agnieszka Rusinowska, and Emily Tanimura. 2017. Strategic influence in social networks. Mathematics of Operations Research, Vol. 43, 1 (2017), 29--50.
[18]
Jason S. Hartford, James R. Wright, and Kevin Leyton-Brown. 2016. Deep learning for predicting human strategic behavior. In Advances in Neural Information Processing Systems. 2424--2432.
[19]
Hooyeon Lee. 2014. Algorithmic and game-theoretic approaches to group scheduling. In Proceedings of the 2014 International Conference on Autonomous Agents and Multi-Agent Systems. 1709--1710.
[20]
Cuihong Li and Gerald Tesauro. 2003. A strategic decision model for multi-attribute bilateral negotiation with alternating. In Proceedings of the 4th ACM Conference on Electronic Commerce. 208--209.
[21]
R.D. McKelvey and T.R. Palfrey. 1995. Quantal Response Equilibria for Normal Form Games. Games and Economic Behavior, Vol. 10, 1 (1995), 6--38.
[22]
Dov Monderer and Lloyd S Shapley. 1996. Potential games. Games and Economic Behavior, Vol. 14, 1 (1996), 124--143.
[23]
Rosemarie Nagel. 1995. Unraveling in Guessing Games: An Experimental Study. American Economic Review, Vol. 85, 5 (1995), 1313--1326.
[24]
Noam Nisan and Ilya Segal. 2006. The communication requirements of efficient allocations and supporting prices. Journal of Economic Theory, Vol. 129, 1 (2006), 192--224.
[25]
D. Pearce. 1984. Rationalizable Strategic Behavior and the Problem of Perfection. Econometrica, Vol. 52, 4 (1984), 1029--1050.
[26]
Andrés Perea. 2012. Epistemic game theory: reasoning and choice .Cambridge University Press.
[27]
Alvin E Roth and Axel Ockenfels. 2002. Last-minute bidding and the rules for ending second-price auctions: Evidence from eBay and Amazon auctions on the Internet. American economic review, Vol. 92, 4 (2002), 1093--1103.
[28]
Ariel Rubinstein. 1998. Modeling bounded rationality .MIT press.
[29]
Tuomas W Sandholm and Victor R Lesser. 2001. Leveled commitment contracts and strategic breach. Games and Economic Behavior, Vol. 35, 1--2 (2001), 212--270.
[30]
L.J. Savage. 1951. The Theory of Statistical Decision. J. Amer. Statist. Assoc., Vol. 46, 253 (1951), 55--67.
[31]
Y. Shoham and K. Leyton-Brown. 2008. Multiagent Systems: Algorithmic, Game-theoretic, and Logical Foundations. Cambridge University Press.
[32]
D. Stahl and P. Wilson. 1994. Experimental evidence on players' models of other players. Journal of Economic Behavior and Organization, Vol. 25, 3 (1994), 309--327.
[33]
K. Train. 2009. Discrete Choice Methods with Simulation .Cambridge University Press.
[34]
William E Walsh, Michael P Wellman, and Fredrik Ygge. 2000. Combinatorial auctions for supply chain formation. In Proceedings of the 2nd ACM conference on Electronic commerce. 260--269.
[35]
James R. Wright and Kevin Leyton-Brown. 2014. Level-$0$ meta-models for predicting human behavior in games. In Proceedings of the ACM Conference on Economics and Computation (EC'14). 857--874.
[36]
James R. Wright and Kevin Leyton-Brown. 2017. Predicting human behavior in unrepeated, simultaneous-move games. Games and Economic Behavior, Vol. 106 (2017), 16--37.

Cited By

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  • (2024)It Is Among Us: Identifying Adversaries in Ad-hoc Domains using Q-valued Bayesian EstimationsProceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems10.5555/3635637.3662897(472-480)Online publication date: 6-May-2024
  • (2023)Revealed Multi-Objective Utility Aggregation in Human DrivingProceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems10.5555/3545946.3598868(1979-1987)Online publication date: 30-May-2023
  • (2023)Modeling needs user modelingFrontiers in Artificial Intelligence10.3389/frai.2023.10978916Online publication date: 6-Apr-2023

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    cover image ACM Conferences
    EC '20: Proceedings of the 21st ACM Conference on Economics and Computation
    July 2020
    937 pages
    ISBN:9781450379755
    DOI:10.1145/3391403
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Publication History

    Published: 13 July 2020

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    Author Tags

    1. behavioral game theory
    2. bounded rationality
    3. cognitive models
    4. multiagent systems

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    EC '20
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    EC '20: The 21st ACM Conference on Economics and Computation
    July 13 - 17, 2020
    Virtual Event, Hungary

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    Overall Acceptance Rate 664 of 2,389 submissions, 28%

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    • (2024)It Is Among Us: Identifying Adversaries in Ad-hoc Domains using Q-valued Bayesian EstimationsProceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems10.5555/3635637.3662897(472-480)Online publication date: 6-May-2024
    • (2023)Revealed Multi-Objective Utility Aggregation in Human DrivingProceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems10.5555/3545946.3598868(1979-1987)Online publication date: 30-May-2023
    • (2023)Modeling needs user modelingFrontiers in Artificial Intelligence10.3389/frai.2023.10978916Online publication date: 6-Apr-2023

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