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Learning in extensive-form games: Experimental data and simple dynamic models in the intermediate term

Citations

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Cited by:

  1. Ying-Fang Kao & Ragupathy Venkatachalam, 2021. "Human and Machine Learning," Computational Economics, Springer;Society for Computational Economics, vol. 57(3), pages 889-909, March.
  2. Ernst Fehr & Simon Gächter, 2000. "Fairness and Retaliation: The Economics of Reciprocity," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 159-181, Summer.
  3. Junjie Sun & Leigh Tesfatsion, 2007. "Dynamic Testing of Wholesale Power Market Designs: An Open-Source Agent-Based Framework," Computational Economics, Springer;Society for Computational Economics, vol. 30(3), pages 291-327, October.
  4. James Andreoni & Emily Blanchard, 2006. "Testing subgame perfection apart from fairness in ultimatum games," Experimental Economics, Springer;Economic Science Association, vol. 9(4), pages 307-321, December.
  5. Dung-Ying Lin & Chien-Chih Huang & ManWo Ng, 2017. "The coopetition game in international liner shipping," Maritime Policy & Management, Taylor & Francis Journals, vol. 44(4), pages 474-495, May.
  6. Eric Friedman & Scott Shenker, 1998. "Learning and Implementation on the Internet," Departmental Working Papers 199821, Rutgers University, Department of Economics.
  7. Gizatulina, Alia & Gorelkina, Olga, 2021. "Selling “Money” on eBay: A field study of surplus division," Journal of Economic Behavior & Organization, Elsevier, vol. 181(C), pages 19-38.
  8. Dixon, Huw D. & Sbriglia, Patrizia & Somma, Ernesto, 2006. "Learning to collude: An experiment in convergence and equilibrium selection in oligopoly," Research in Economics, Elsevier, vol. 60(3), pages 155-167, September.
  9. Werner Güth & René Levínský & Kerstin Pull & Ori Weisel, 2016. "Tournaments and piece rates revisited: a theoretical and experimental study of output-dependent prize tournaments," Review of Economic Design, Springer;Society for Economic Design, vol. 20(1), pages 69-88, March.
  10. Navarro, Noemí & Veszteg, Róbert F., 2011. "Demonstration of power: Experimental results on bilateral bargaining," Journal of Economic Psychology, Elsevier, vol. 32(5), pages 762-772.
  11. Anna Gunnthorsdottir & Amnon Rapoport, 2003. "The effect of sharing rules on group competition," Experimental 0307003, University Library of Munich, Germany.
  12. Alessandro De Chiara & Ester Manna, 2019. "Delegation with a Reciprocal Agent," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 35(3), pages 651-695.
  13. Misha Perepelitsa & Ilya Timofeyev, 2022. "Self-sustained price bubbles driven by digital currency innovations and adaptive market behavior," SN Business & Economics, Springer, vol. 2(3), pages 1-15, March.
  14. Nobel Prize Committee, 2012. "Alvin E. Roth and Lloyd S. Shapley: Stable allocations and the practice of market design," Nobel Prize in Economics documents 2012-1, Nobel Prize Committee.
  15. Güth, Werner & Kocher, Martin G., 2014. "More than thirty years of ultimatum bargaining experiments: Motives, variations, and a survey of the recent literature," Journal of Economic Behavior & Organization, Elsevier, vol. 108(C), pages 396-409.
  16. Christoph Kuzmics & Daniel Rodenburger, 2020. "A case of evolutionarily stable attainable equilibrium in the laboratory," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 70(3), pages 685-721, October.
  17. Schuster, Stephan, 2009. "An Algorithm for the Simulation of Bounded Rational Agents," MPRA Paper 15942, University Library of Munich, Germany.
  18. Chmura, Thorsten & Pitz, Thomas, 2004. "An Extended Reinforcement Algorithm for Estimation of Human Behaviour in Congestion Games," Bonn Econ Discussion Papers 24/2004, University of Bonn, Bonn Graduate School of Economics (BGSE).
  19. Nax, Heinrich H. & Pradelski, Bary S. R., 2015. "Evolutionary dynamics and equitable core selection in assignment games," LSE Research Online Documents on Economics 65428, London School of Economics and Political Science, LSE Library.
  20. Gary Charness & Dan Levin, 2003. "Bayesian Updating vs. Reinforcement and Affect: A Laboratory Study," Levine's Bibliography 666156000000000180, UCLA Department of Economics.
  21. Terracol, Antoine & Vaksmann, Jonathan, 2009. "Dumbing down rational players: Learning and teaching in an experimental game," Journal of Economic Behavior & Organization, Elsevier, vol. 70(1-2), pages 54-71, May.
  22. Sarin, Rajiv & Vahid, Farshid, 2001. "Predicting How People Play Games: A Simple Dynamic Model of Choice," Games and Economic Behavior, Elsevier, vol. 34(1), pages 104-122, January.
  23. Eyal Ert & Andreas Nicklisch, 2006. "Noisy commitments: The impact of information accuracy on efficiency," Discussion Paper Series of the Max Planck Institute for Behavioral Economics 2006_4, Max Planck Institute for Behavioral Economics.
  24. Haruvy, Ernan & Roth, Alvin E. & Unver, M. Utku, 2006. "The dynamics of law clerk matching: An experimental and computational investigation of proposals for reform of the market," Journal of Economic Dynamics and Control, Elsevier, vol. 30(3), pages 457-486, March.
  25. Robson, Arthur J., 1998. "Naive Adaptive Behavior and the Observability of Gambles," Games and Economic Behavior, Elsevier, vol. 24(1-2), pages 97-108, July.
  26. Mengel, Friederike & Sciubba, Emanuela, 2010. "Extrapolation in Games of Coordination and Dominance Solvable Games," Sustainable Development Papers 98475, Fondazione Eni Enrico Mattei (FEEM).
  27. Osili, Una Okonkwo & Paulson, Anna, 2014. "Crises and confidence: Systemic banking crises and depositor behavior," Journal of Financial Economics, Elsevier, vol. 111(3), pages 646-660.
  28. Tesfatsion, Leigh, 2017. "Modeling Economic Systems as Locally-Constructive Sequential Games," ISU General Staff Papers 201702180800001022, Iowa State University, Department of Economics.
  29. Ron Borkovsky & Paul Ellickson & Brett Gordon & Victor Aguirregabiria & Pedro Gardete & Paul Grieco & Todd Gureckis & Teck-Hua Ho & Laurent Mathevet & Andrew Sweeting, 2015. "Multiplicity of equilibria and information structures in empirical games: challenges and prospects," Marketing Letters, Springer, vol. 26(2), pages 115-125, June.
  30. Dolgopolov, Arthur, 2024. "Reinforcement learning in a prisoner's dilemma," Games and Economic Behavior, Elsevier, vol. 144(C), pages 84-103.
  31. Pingle, Mark & Tesfatsion, Leigh, 2001. "Non-Employment Benefits and the Evolution of Worker-Employer Cooperation: Experiments with Real and Computational Agents," ISU General Staff Papers 200106010700001053, Iowa State University, Department of Economics.
  32. Franke, Reiner, 2003. "Reinforcement learning in the El Farol model," Journal of Economic Behavior & Organization, Elsevier, vol. 51(3), pages 367-388, July.
  33. Philippe Jehiel & Aviman Satpathy, 2024. "Coarse Q-learning in Decision-Making: Indifference vs. Indeterminacy vs. Instability," Papers 2412.09321, arXiv.org, revised Dec 2025.
  34. Albert Burgos, 2002. "Learning to deal with risk: what does reinforcement learning tell us about risk attitudes?," Economics Bulletin, AccessEcon, vol. 4(10), pages 1-13.
  35. Micola, Augusto Ruperez & Bunn, Derek W., 2008. "Crossholdings, concentration and information in capacity-constrained sealed bid-offer auctions," Journal of Economic Behavior & Organization, Elsevier, vol. 66(3-4), pages 748-766, June.
  36. Güth, W., 1997. "Boundedly Rational Decision Emergence -A General Perspective and Some Selective Illustrations-," SFB 373 Discussion Papers 1997,29, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
  37. Mäs, Michael & Nax, Heinrich H., 2016. "A behavioral study of “noise” in coordination games," Journal of Economic Theory, Elsevier, vol. 162(C), pages 195-208.
  38. Todd Guilfoos & Andreas Duus Pape, 2020. "Estimating Case-Based Learning," Games, MDPI, vol. 11(3), pages 1-25, September.
  39. Francesco Fallucchi & Jan Niederreiter & Massimo Riccaboni, 2021. "Learning and dropout in contests: an experimental approach," Theory and Decision, Springer, vol. 90(2), pages 245-278, March.
  40. Hailu, Atakelty & Schilizzi, Steven & Thoyer, Sophie, 2005. "Assessing the performance of auctions for the allocation of conservation contracts: Theoretical and computational approaches," 2005 Annual meeting, July 24-27, Providence, RI 19478, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  41. H Peyton Young & H.H. Nax & M.N. Burton-Chellew & S.A. Westor, 2013. "Learning in a Black Box: Trial-and-Error in Voluntary Contribuitons Games," Economics Series Working Papers 653, University of Oxford, Department of Economics.
  42. 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.
  43. Gary Bolton, 1998. "Bargaining and Dilemma Games: From Laboratory Data Towards Theoretical Synthesis," Experimental Economics, Springer;Economic Science Association, vol. 1(3), pages 257-281, December.
  44. Albert Banal-Estañol & Augusto Rupérez Micola, 2009. "Composition of Electricity Generation Portfolios, Pivotal Dynamics, and Market Prices," Management Science, INFORMS, vol. 55(11), pages 1813-1831, November.
  45. Rami Zwick & Amnon Rapoport, 2002. "Tacit Coordination in a Decentralized Market Entry Game with Fixed Capacity," Experimental Economics, Springer;Economic Science Association, vol. 5(3), pages 253-272, December.
  46. Nicolas Vallois & Dorian Jullien, 2018. "A history of statistical methods in experimental economics," The European Journal of the History of Economic Thought, Taylor & Francis Journals, vol. 25(6), pages 1455-1492, November.
  47. Nick Feltovich & Chris Papageorgiou, 2004. "An Experimental Study of Statistical Discrimination by Employers," Southern Economic Journal, John Wiley & Sons, vol. 70(4), pages 837-849, April.
  48. GERMANO, Fabrizio, 1998. "On Nash equivalence classes of generic normal form games," LIDAM Discussion Papers CORE 1998033, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  49. Peter Paul Vanderschraaf, 2025. "“Anything Goes” in an Ultimatum Game?," Games, MDPI, vol. 16(4), pages 1-33, July.
  50. Tian, Ye & Chiu, Yi-Chang & Sun, Jian, 2019. "Understanding behavioral effects of tradable mobility credit scheme: An experimental economics approach," Transport Policy, Elsevier, vol. 81(C), pages 1-11.
  51. Jan Potters & Casper G. Vries & Frans Winden, 1998. "An experimental examination of rational rent-seeking," Springer Books, in: Roger D. Congleton & Arye L. Hillman & Kai A. Konrad (ed.), 40 Years of Research on Rent Seeking 1, pages 663-680, Springer.
  52. James J. Choi & David Laibson & Brigitte C. Madrian & Andrew Metrick, 2009. "Reinforcement Learning and Savings Behavior," Journal of Finance, American Finance Association, vol. 64(6), pages 2515-2534, December.
  53. Yechiam, Eldad & Busemeyer, Jerome R., 2008. "Evaluating generalizability and parameter consistency in learning models," Games and Economic Behavior, Elsevier, vol. 63(1), pages 370-394, May.
  54. Nicolaas J. Vriend, 2002. "Was Hayek an Ace?," Southern Economic Journal, John Wiley & Sons, vol. 68(4), pages 811-840, April.
  55. Straub, Paul G., 1995. "Risk dominance and coordination failures in static games," The Quarterly Review of Economics and Finance, Elsevier, vol. 35(4), pages 339-363.
  56. Spiliopoulos, Leonidas, 2008. "Do repeated game players detect patterns in opponents? Revisiting the Nyarko & Schotter belief elicitation experiment," MPRA Paper 6666, University Library of Munich, Germany.
  57. Silvano Cincotti & Eric Guerci, 2005. "Agent-based simulation of power exchange with heterogeneous production companies," Computing in Economics and Finance 2005 334, Society for Computational Economics.
  58. Misha Perepelitsa, 2019. "RPS(1) Preferences," Papers 1901.04995, arXiv.org, revised Feb 2019.
  59. Wolfgang Ossadnik & Dirk Wilmsmann & Benedikt Niemann, 2013. "Experimental evidence on case-based decision theory," Theory and Decision, Springer, vol. 75(2), pages 211-232, August.
  60. Soliman, Amal & Jones, Philip & Cullis, John, 2014. "Learning in experiments: Dynamic interaction of policy variables designed to deter tax evasion," Journal of Economic Psychology, Elsevier, vol. 40(C), pages 175-186.
  61. Anja Achtziger & Carlos Alós-Ferrer, 2014. "Fast or Rational? A Response-Times Study of Bayesian Updating," Management Science, INFORMS, vol. 60(4), pages 923-938, April.
  62. Sonnemans, Joep & Schram, Arthur & Offerman, Theo, 1998. "Public good provision and public bad prevention: The effect of framing," Journal of Economic Behavior & Organization, Elsevier, vol. 34(1), pages 143-161, January.
  63. Maoliang Ye & Jie Zheng & Plamen Nikolov & Sam Asher, 2020. "One Step at a Time: Does Gradualism Build Coordination?," Management Science, INFORMS, vol. 66(1), pages 113-129, January.
  64. C. Monica Capra & Susana Cabrera & Rosario Gómez, 2003. "The Effects of Common Advice on One-shot Traveler’s Dilemma Games: Explaining Behavior through an Introspective Model with Errors," Economic Working Papers at Centro de Estudios Andaluces E2003/17, Centro de Estudios Andaluces.
  65. David J. Cooper & John H. Kagel, 2005. "Are Two Heads Better Than One? Team versus Individual Play in Signaling Games," American Economic Review, American Economic Association, vol. 95(3), pages 477-509, June.
  66. Julia Sophie Woersdorfer, 2010. "When Do Social Norms Replace Status‐Seeking Consumption? An Application To The Consumption Of Cleanliness," Metroeconomica, Wiley Blackwell, vol. 61(1), pages 35-67, February.
  67. Nax, Heinrich H. & Burton-Chellew, Maxwell N. & West, Stuart A. & Young, H. Peyton, 2016. "Learning in a black box," Journal of Economic Behavior & Organization, Elsevier, vol. 127(C), pages 1-15.
  68. Mason, Charles F. & Nowell, Cliff, 1998. "An experimental analysis of subgame perfect play: the entry deterrence game," Journal of Economic Behavior & Organization, Elsevier, vol. 37(4), pages 443-462, December.
  69. Pape, Andreas & Kurtz, Kenneth, 2013. "Evaluating Case-based Decision Theory: Predicting Empirical Patterns of Human Classification Learning (Extensions)," MPRA Paper 45206, University Library of Munich, Germany.
  70. Sensfuß, Frank & Ragwitz, Mario & Genoese, Massimo & Möst, Dominik, 2007. "Agent-based simulation of electricity markets: a literature review," Working Papers "Sustainability and Innovation" S5/2007, Fraunhofer Institute for Systems and Innovation Research (ISI).
  71. Atanasios Mitropoulos, 2001. "Learning Under Little Information: An Experiment on Mutual Fate Control," Game Theory and Information 0110003, University Library of Munich, Germany.
  72. Ofer Azar & Michael Bar-Eli, 2011. "Do soccer players play the mixed-strategy Nash equilibrium?," Applied Economics, Taylor & Francis Journals, vol. 43(25), pages 3591-3601.
  73. Terry E. Daniel & Eyran J. Gisches & Amnon Rapoport, 2009. "Departure Times in Y-Shaped Traffic Networks with Multiple Bottlenecks," American Economic Review, American Economic Association, vol. 99(5), pages 2149-2176, December.
  74. Costa-Gomes, Miguel & Zauner, Klaus G., 2001. "Ultimatum Bargaining Behavior in Israel, Japan, Slovenia, and the United States: A Social Utility Analysis," Games and Economic Behavior, Elsevier, vol. 34(2), pages 238-269, February.
  75. Kosfeld, Michael & Droste, Edward & Voorneveld, Mark, 2002. "A myopic adjustment process leading to best-reply matching," Games and Economic Behavior, Elsevier, vol. 40(2), pages 270-298, August.
  76. Kets, W., 2007. "The Minority Game : An Economics Perspective," Other publications TiSEM 65d52a6a-b27d-45a9-93a7-e, Tilburg University, School of Economics and Management.
  77. McInerney, Celine & Bunn, Derek W., 2017. "Optimal over installation of wind generation facilities," Energy Economics, Elsevier, vol. 61(C), pages 87-96.
  78. Heinrich H. Nax, 2016. "When is Market the Benchmark? Reinforcement Evidence from Repurchase Decisions," Economics Series Working Papers 781, University of Oxford, Department of Economics.
  79. Saima Naeem & Asad Zaman, 2014. "Gender and Ultimatum in Pakistan: Revisited," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 53(1), pages 1-14.
  80. Blume, A. & DeJong, D.V. & Neumann, G. & Savin, N.E., 2000. "Learning and Communication in Sender-Reciever Games : An Economic Investigation," Other publications TiSEM 138dc36b-5269-421a-9e79-b, Tilburg University, School of Economics and Management.
  81. Blume, A. & DeJong, D.V. & Neumann, G.R. & Savin, N.E., 1998. "Learning in Sender-Receiver Games," Working Papers 98-02, University of Iowa, Department of Economics.
  82. Daniel Serra, 2021. "Decision-making: from neuroscience to neuroeconomics—an overview," Theory and Decision, Springer, vol. 91(1), pages 1-80, July.
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  84. Lindner, Florian & Dutcher, E. Glenn & Balafoutas, Loukas & Ryvkin, Dmitry & Sutter, Matthias, 2013. "Strive to be first and avoid being last: An experiment on relative performance incentives," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79885, Verein für Socialpolitik / German Economic Association.
  85. Albert Banal-Estañol & Augusto Rupérez-Micola, 2010. "Are agent-based simulations robust? The wholesale electricity trading case," Economics Working Papers 1214, Department of Economics and Business, Universitat Pompeu Fabra.
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  87. Naoki Funai, 2019. "Convergence results on stochastic adaptive learning," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 68(4), pages 907-934, November.
  88. Ido Erev & Sharon Gilat-Yihyie & Davide Marchiori & Doron Sonsino, 2015. "On loss aversion, level-1 reasoning, and betting," International Journal of Game Theory, Springer;Game Theory Society, vol. 44(1), pages 113-133, February.
  89. Gagen, Michael, 2013. "Isomorphic Strategy Spaces in Game Theory," MPRA Paper 46176, University Library of Munich, Germany.
  90. Klempt Charlotte & Pull Kerstin & Stadler Manfred, 2019. "Asymmetric Information in Simple Bargaining Games: An Experimental Study," German Economic Review, De Gruyter, vol. 20(1), pages 29-51, February.
  91. Sinitskaya, Ekaterina & Tesfatsion, Leigh, 2015. "Macroeconomies as constructively rational games," Journal of Economic Dynamics and Control, Elsevier, vol. 61(C), pages 152-182.
  92. Slonim, Robert L., 1999. "Learning rules of thumb or learning more rational rules," Journal of Economic Behavior & Organization, Elsevier, vol. 38(2), pages 217-236, February.
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  94. James J. Choi & David Laibson & Brigitte C. Madrian & Andrew Metrick, 2009. "Reinforcement Learning and Savings Behavior," Journal of Finance, American Finance Association, vol. 64(6), pages 2515-2534, December.
  95. Nicolaas J. Vriend, 2002. "Was Hayek an Ace?," Southern Economic Journal, John Wiley & Sons, vol. 68(4), pages 811-840, April.
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