Learning in experimental 2 x 2 games
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- Chmura, Thorsten & Goerg, Sebastian J. & Selten, Reinhard, 2012. "Learning in experimental 2×2 games," Games and Economic Behavior, Elsevier, vol. 76(1), pages 44-73.
- Chmura, Thorsten & Goerg, Sebastian J. & Selten, Reinhard, 2008. "Learning in experimental 2×2 games," Bonn Econ Discussion Papers 18/2008, University of Bonn, Bonn Graduate School of Economics (BGSE).
References listed on IDEAS
- Christoph Brunner & Colin F. Camerer & Jacob K. Goeree, 2011. "Stationary Concepts for Experimental 2 X 2 Games: Comment," American Economic Review, American Economic Association, vol. 101(2), pages 1029-1040, April.
- Erev, Ido & Roth, Alvin E, 1998. "Predicting How People Play Games: Reinforcement Learning in Experimental Games with Unique, Mixed Strategy Equilibria," American Economic Review, American Economic Association, vol. 88(4), pages 848-881, September.
- Sebastian Goerg & Reinhard Selten, 2009. "Experimental investigation of stationary concepts in cyclic duopoly games," Experimental Economics, Springer;Economic Science Association, vol. 12(3), pages 253-271, September.
- Osborne, Martin J & Rubinstein, Ariel, 1998.
"Games with Procedurally Rational Players,"
American Economic Review, American Economic Association, vol. 88(4), pages 834-847, September.
- Martin J. Osborne & Ariel Rubinstein, 1997. "Games with Procedurally Rational Players," Department of Economics Working Papers 1997-02, McMaster University.
- Osborne, M-J & Rubinstein, A, 1997. "Games with Procedurally Rational Players," Papers 4-97, Tel Aviv.
- Ido Erev & Eyal Ert & Alvin E. Roth, 2010. "Erev, I. et al . A Choice Prediction Competition for Market Entry Games: An Introduction. Games 2010, 1 , 117-136," Games, MDPI, vol. 1(3), pages 1-5, July.
- Yan Chen & Robert Gazzale, 2004.
"When Does Learning in Games Generate Convergence to Nash Equilibria? The Role of Supermodularity in an Experimental Setting,"
American Economic Review, American Economic Association, vol. 94(5), pages 1505-1535, December.
- Yan Chen & Robert S. Gazzale, 2004. "When Does Learning in Games Generate Convergence to Nash Equilibria? The Role of Supermodularity in an Experimental Setting," Department of Economics Working Papers 2004-02, Department of Economics, Williams College.
- Kalai, Ehud & Lehrer, Ehud, 1993.
"Rational Learning Leads to Nash Equilibrium,"
Econometrica, Econometric Society, vol. 61(5), pages 1019-1045, September.
- Ehud Kalai & Ehud Lehrer, 1990. "Rational Learning Leads to Nash Equilibrium," Discussion Papers 895, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
- E. Kalai & E. Lehrer, 2010. "Rational Learning Leads to Nash Equilibrium," Levine's Working Paper Archive 529, David K. Levine.
- Kalai, Ehud & Lehrer, Ehud, 1991. "Rational Learning Leads to Nash Equilibrium," Working Papers 91-18, C.V. Starr Center for Applied Economics, New York University.
- Ehud Kalai & Ehud Lehrer, 1990. "Rational Learning Leads to Nash Equilibrium," Discussion Papers 925, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
- McKelvey Richard D. & Palfrey Thomas R., 1995.
"Quantal Response Equilibria for Normal Form Games,"
Games and Economic Behavior, Elsevier, vol. 10(1), pages 6-38, July.
- McKelvey, Richard D. & Palfrey, Thomas R., 1994. "Quantal Response Equilibria For Normal Form Games," Working Papers 883, California Institute of Technology, Division of the Humanities and Social Sciences.
- R. McKelvey & T. Palfrey, 2010. "Quantal Response Equilibria for Normal Form Games," Levine's Working Paper Archive 510, David K. Levine.
- Ed Hopkins, 2002.
"Two Competing Models of How People Learn in Games,"
Econometrica, Econometric Society, vol. 70(6), pages 2141-2166, November.
- Ed Hopkins, 2000. "Two Competing Models of How People Learn in Games," Edinburgh School of Economics Discussion Paper Series 51, Edinburgh School of Economics, University of Edinburgh.
- Ed Hopkins, 2001. "Two Competing Models of How People Learn in Games," NajEcon Working Paper Reviews 625018000000000226, www.najecon.org.
- Ed Hopkins, 2001. "Two Competing Models of How People Learn in Games," Levine's Working Paper Archive 625018000000000226, David K. Levine.
- Wei Chen & Shu-Yu Liu & Chih-Han Chen & Yi-Shan Lee, 2011. "Bounded Memory, Inertia, Sampling and Weighting Model for Market Entry Games," Games, MDPI, vol. 2(1), pages 1-13, March.
- Brown, James N & Rosenthal, Robert W, 1990. "Testing the Minimax Hypothesis: A Re-examination of O'Neill's Game Experiment," Econometrica, Econometric Society, vol. 58(5), pages 1065-1081, September.
- Roth, Alvin E. & Erev, Ido, 1995. "Learning in extensive-form games: Experimental data and simple dynamic models in the intermediate term," Games and Economic Behavior, Elsevier, vol. 8(1), pages 164-212.
- Reinhard Selten & Klaus Abbink & Ricarda Cox, 2005.
"Learning Direction Theory and the Winner’s Curse,"
Experimental Economics, Springer;Economic Science Association, vol. 8(1), pages 5-20, April.
- Selten, Reinhard & Abbink, Klaus & Cox, Ricarda, 2001. "Learning Direction Theory and the Winner s Curse," Bonn Econ Discussion Papers 10/2001, University of Bonn, Bonn Graduate School of Economics (BGSE).
- Colin Camerer & Teck-Hua Ho, 1999. "Experience-weighted Attraction Learning in Normal Form Games," Econometrica, Econometric Society, vol. 67(4), pages 827-874, July.
- Reinhard Selten & Thorsten Chmura & Sebastian J. Goerg, 2011. "Stationary Concepts for Experimental 2 X 2 Games: Reply," American Economic Review, American Economic Association, vol. 101(2), pages 1041-1044, April.
- Reinhard Selten & Thorsten Chmura, 2008.
"Stationary Concepts for Experimental 2x2-Games,"
American Economic Review, American Economic Association, vol. 98(3), pages 938-966, June.
- Selten, Reinhard & Chmura, Thorsten, 2005. "Stationary Concepts for Experimental 2x2 Games," Bonn Econ Discussion Papers 33/2005, University of Bonn, Bonn Graduate School of Economics (BGSE).
- Daniel Kahneman & Amos Tversky, 2013.
"Prospect Theory: An Analysis of Decision Under Risk,"
World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127,
World Scientific Publishing Co. Pte. Ltd..
- Kahneman, Daniel & Tversky, Amos, 1979. "Prospect Theory: An Analysis of Decision under Risk," Econometrica, Econometric Society, vol. 47(2), pages 263-291, March.
- Amos Tversky & Daniel Kahneman, 1979. "Prospect Theory: An Analysis of Decision under Risk," Levine's Working Paper Archive 7656, David K. Levine.
- Timothy C. Salmon, 2001. "An Evaluation of Econometric Models of Adaptive Learning," Econometrica, Econometric Society, vol. 69(6), pages 1597-1628, November.
- Ido Erev & Eyal Ert & Alvin E. Roth, 2010.
"A Choice Prediction Competition for Market Entry Games: An Introduction,"
Games, MDPI, vol. 1(2), pages 1-20, May.
- Erev, Ido & Ert, Eyal & Roth, Alvin E., 2010. "A Choice Prediction Competition for Market Entry Games: An Introduction," Scholarly Articles 33444603, Harvard University Department of Economics.
- Beggs, A.W., 2005.
"On the convergence of reinforcement learning,"
Journal of Economic Theory, Elsevier, vol. 122(1), pages 1-36, May.
- Alan Beggs, 2002. "On the Convergence of Reinforcement Learning," Economics Series Working Papers 96, University of Oxford, Department of Economics.
- Metrick, Andrew & Polak, Ben, 1994. "Fictitious Play in 2 x 2 Games: A Geometric Proof of Convergence," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 4(6), pages 923-933, October.
- Cheung, Yin-Wong & Friedman, Daniel, 1997. "Individual Learning in Normal Form Games: Some Laboratory Results," Games and Economic Behavior, Elsevier, vol. 19(1), pages 46-76, April.
- Ho, Teck H. & Camerer, Colin F. & Chong, Juin-Kuan, 2007. "Self-tuning experience weighted attraction learning in games," Journal of Economic Theory, Elsevier, vol. 133(1), pages 177-198, March.
- Reinhard Selten & Klaus Abbink & Ricarda Cox, 2005.
"Learning Direction Theory and the Winner’s Curse,"
Experimental Economics,
Springer;Economic Science Association, vol. 8(1), pages 5-20, April.
- Reinhard Selten & Klaus Abbink & Ricarda Cox, 2001. "Learning Direction Theory and the Winner’s Curse," Bonn Econ Discussion Papers bgse10_2001, University of Bonn, Germany.
- Reinhard Selten, 1998. "Axiomatic Characterization of the Quadratic Scoring Rule," Experimental Economics, Springer;Economic Science Association, vol. 1(1), pages 43-61, June.
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- Ding, Jieyao & Nicklisch, Andreas, 2013. "On the impulse in impulse learning," Economics Letters, Elsevier, vol. 121(2), pages 294-297.
- Nicklisch, Andreas & Köke, Sonja & Lange, Andreas, 2016. "Is Adversity a School of Wisdom? Experimental Evidence on Cooperative Protection Against Stochastic Losses," VfS Annual Conference 2016 (Augsburg): Demographic Change 145716, Verein für Socialpolitik / German Economic Association.
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- Marco LiCalzi & Roland Mühlenbernd, 2022. "Feature-weighted categorized play across symmetric games," Experimental Economics, Springer;Economic Science Association, vol. 25(3), pages 1052-1078, June.
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- Christos A. Ioannou & Julian Romero, 2012. "Strategic Learning With Finite Automata Via The EWA-Lite Model," Purdue University Economics Working Papers 1269, Purdue University, Department of Economics.
- Linde, Jona & Sonnemans, Joep & Tuinstra, Jan, 2014.
"Strategies and evolution in the minority game: A multi-round strategy experiment,"
Games and Economic Behavior, Elsevier, vol. 86(C), pages 77-95.
- Jona Linde & Joep Sonnemans & Jan Tuinstra, 2013. "Strategies and Evolution in the Minority Game: A Multi- Round Strategy Experiment," Tinbergen Institute Discussion Papers 13-043/I, Tinbergen Institute.
- Sonnemans, J. & Tuinstra, J. & Linde, J., 2013. "Strategies and Evolution in the Minority Game: A Multi- Round Strategy Experiment," CeNDEF Working Papers 13-02, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
- Erik Mohlin & Robert Ostling & Joseph Tao-yi Wang, 2014. "Learning by Imitation in Games: Theory, Field, and Laboratory," Economics Series Working Papers 734, University of Oxford, Department of Economics.
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- Paolo Crosetto & Alexia Gaudeul, 2017. "Choosing not to compete: Can firms maintain high prices by confusing consumers?," Post-Print hal-01845684, HAL.
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"Efficiency in a forced contribution threshold public good game,"
International Journal of Game Theory, Springer;Game Theory Society, vol. 46(4), pages 1163-1191, November.
- Edward Cartwright & Anna Stepanova, 2015. "Efficiency in a forced contribution threshold public good game," Studies in Economics 1506, School of Economics, University of Kent.
- Mohlin, Erik & Östling, Robert & Wang, Joseph Tao-yi, 2020. "Learning by similarity-weighted imitation in winner-takes-all games," Games and Economic Behavior, Elsevier, vol. 120(C), pages 225-245.
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- Xie, Erhao, 2021. "Empirical properties and identification of adaptive learning models in behavioral game theory," Journal of Economic Behavior & Organization, Elsevier, vol. 191(C), pages 798-821.
- Sanjit Dhami & Ali al-Nowaihi & Cass R. Sunstein, 2019. "Heuristics and Public Policy: Decision-making Under Bounded Rationality," Studies in Microeconomics, , vol. 7(1), pages 7-58, June.
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More about this item
Keywords
learning; 2 x 2 games; Experimental data;All these keywords.
JEL classification:
- C92 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Group Behavior
- C72 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Noncooperative Games
- C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
NEP fields
This paper has been announced in the following NEP Reports:- NEP-CBE-2012-01-25 (Cognitive and Behavioural Economics)
- NEP-EVO-2012-01-25 (Evolutionary Economics)
- NEP-EXP-2012-01-25 (Experimental Economics)
- NEP-GTH-2012-01-25 (Game Theory)
- NEP-MIC-2012-01-25 (Microeconomics)
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