{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T14:13:22Z","timestamp":1761401602980,"version":"3.37.3"},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2012,7,6]],"date-time":"2012-07-06T00:00:00Z","timestamp":1341532800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Auton Agent Multi-Agent Syst"],"published-print":{"date-parts":[[2013,7]]},"DOI":"10.1007\/s10458-012-9203-z","type":"journal-article","created":{"date-parts":[[2012,7,5]],"date-time":"2012-07-05T12:33:47Z","timestamp":1341491627000},"page":"131-160","source":"Crossref","is-referenced-by-count":14,"title":["Strategic adaptation of humans playing computer algorithms in a repeated constant-sum game"],"prefix":"10.1007","volume":"27","author":[{"given":"Leonidas","family":"Spiliopoulos","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2012,7,6]]},"reference":[{"issue":"6","key":"9203_CR1","doi-asserted-by":"crossref","first-page":"1259","DOI":"10.2307\/1913097","volume":"56","author":"D. Abreu","year":"1988","unstructured":"Abreu D., Rubinstein A. (1988) The structure of Nash equilibrium in repeated games with finite automata. Econometrica 56(6): 1259\u20131281","journal-title":"Econometrica"},{"key":"9203_CR2","doi-asserted-by":"crossref","DOI":"10.1093\/acprof:oso\/9780195324259.001.0001","volume-title":"How can the human mind occur in the physical universe? (Vol. 3)","author":"J. Anderson","year":"2007","unstructured":"Anderson J. (2007) How can the human mind occur in the physical universe? (Vol. 3). Oxford University Press, Oxford"},{"issue":"2","key":"9203_CR3","doi-asserted-by":"crossref","first-page":"444","DOI":"10.1006\/jeth.1996.0098","volume":"70","author":"M. Aoyagi","year":"1996","unstructured":"Aoyagi M. (1996) Evolution of beliefs and the Nash equilibrium of normal form games. Journal of Economic Theory 70(2): 444\u2013469","journal-title":"Journal of Economic Theory"},{"issue":"1","key":"9203_CR4","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1007\/s10458-007-0020-8","volume":"15","author":"D. Banerjee","year":"2007","unstructured":"Banerjee D., Sen S. (2007) Reaching pareto-optimality in prisoner\u2019s dilemma using conditional joint action learning. Autonomous Agents and Multi-Agent Systems 15(1): 91\u2013108","journal-title":"Autonomous Agents and Multi-Agent Systems"},{"key":"9203_CR5","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1002\/bdm.3960070404","volume":"7","author":"D. V. Budescu","year":"1994","unstructured":"Budescu D. V., Rapoport A. (1994) Subjective randomization in one- and two-person games. Journal of Behavioral Decision Making 7: 261\u2013278","journal-title":"Journal of Behavioral Decision Making"},{"issue":"3","key":"9203_CR6","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1016\/S0165-4896(02)00016-1","volume":"43","author":"J. Busemeyer","year":"2002","unstructured":"Busemeyer J. (2002) Survey of decision field theory. Mathematical Social Sciences 43(3): 345\u2013370","journal-title":"Mathematical Social Sciences"},{"key":"9203_CR7","doi-asserted-by":"crossref","unstructured":"Cabrales, A., & Garcia-Fontes, W. (2000). Estimating learning models from experimental data. University of Pompeu Fabra working paper.","DOI":"10.2139\/ssrn.246526"},{"issue":"1","key":"9203_CR8","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1257\/0022051053737843","volume":"43","author":"C. Camerer","year":"2005","unstructured":"Camerer C., Loewenstein G., Prelec D. (2005) Neuroeconomics: How neuroscience can inform economics. Journal of Economic Literature 43(1): 9\u201364","journal-title":"Journal of Economic Literature"},{"key":"9203_CR9","doi-asserted-by":"crossref","first-page":"827","DOI":"10.1111\/1468-0262.00054","volume":"67","author":"C. F. Camerer","year":"1999","unstructured":"Camerer C. F., Ho T. (1999) Experience-weighted attraction learning in normal-form games. Econometrica 67: 827\u2013874","journal-title":"Econometrica"},{"key":"9203_CR10","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1006\/game.1997.0544","volume":"19","author":"Y. W. Cheung","year":"1997","unstructured":"Cheung Y. W., Friedman D. (1997) Individual learning in normal form games: Some laboratory results. Games and Economic Behavior 19: 46\u201376","journal-title":"Games and Economic Behavior"},{"key":"9203_CR11","unstructured":"Coricelli, G. (2005). Strategic interaction in iterated zero-sum games. Working paper, University of Arizona, Department of Economics."},{"issue":"1","key":"9203_CR12","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1017\/S0140525X01003922","volume":"24","author":"N. Cowan","year":"2001","unstructured":"Cowan N. (2001) The magical number 4 in short-term memory: A reconsideration of mental storage capacity. Behavioral and Brain Sciences 24(1): 87\u2013114","journal-title":"Behavioral and Brain Sciences"},{"issue":"3","key":"9203_CR13","doi-asserted-by":"crossref","first-page":"304","DOI":"10.1016\/S0022-2496(03)00003-8","volume":"47","author":"A. Diederich","year":"2003","unstructured":"Diederich A., Busemeyer J. (2003) Simple matrix methods for analyzing diffusion models of choice probability, choice response time, and simple response time. Journal of Mathematical Psychology 47(3): 304\u2013322","journal-title":"Journal of Mathematical Psychology"},{"issue":"3","key":"9203_CR14","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1007\/s00199-009-0446-0","volume":"43","author":"P. Duersch","year":"2010","unstructured":"Duersch P., Kolb A., Oechssler J., Schipper B. (2010) Rage against the machines: How subjects play against learning algorithms. Economic Theory 43(3): 407\u2013430","journal-title":"Economic Theory"},{"key":"9203_CR15","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1080\/01621459.1987.10478410","volume":"82","author":"B. Efron","year":"1987","unstructured":"Efron B. (1987) Better bootstrap confidence intervals. Journal of the American Statistical Association 82: 171\u2013200","journal-title":"Journal of the American Statistical Association"},{"key":"9203_CR16","doi-asserted-by":"crossref","DOI":"10.1201\/9780429246593","volume-title":"An introduction to the bootstrap","author":"B. Efron","year":"1994","unstructured":"Efron B., Tibshirani R. (1994) An introduction to the bootstrap. Chapman and Hall, London"},{"issue":"4","key":"9203_CR17","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1016\/j.jebo.2003.11.008","volume":"55","author":"J. Engle-Warnick","year":"2004","unstructured":"Engle-Warnick J., Slonim R. L. (2004) The evolution of strategies in a repeated trust game. Journal of Economic Behavior and Organization 55(4): 553\u2013573","journal-title":"Journal of Economic Behavior and Organization"},{"issue":"5","key":"9203_CR18","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1016\/j.jmp.2005.06.009","volume":"49","author":"I. Erev","year":"2005","unstructured":"Erev I., Haruvy E. (2005) On the potential uses and current limitations of data driven learning models. Journal of Mathematical Psychology 49(5): 357\u2013371","journal-title":"Journal of Mathematical Psychology"},{"key":"9203_CR19","unstructured":"Eurostat (2006, 13 July). Minimum wages in the eu25."},{"key":"9203_CR20","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1002\/bs.3830170305","volume":"17","author":"J. Fox","year":"1972","unstructured":"Fox J. (1972) The learning of strategies in a simple, two-person zero-sum game without saddlepoint. Behavioral Science 17: 300\u2013308","journal-title":"Behavioral Science"},{"key":"9203_CR21","volume-title":"The theory of learning in games (Economics learning and social evolution)","author":"D. Fudenberg","year":"1998","unstructured":"Fudenberg D., Levine D. K. (1998) The theory of learning in games (Economics learning and social evolution). MIT Press, Cambridge"},{"key":"9203_CR22","volume-title":"Conceptual spaces","author":"P. G\u00e4rdenfors","year":"2004","unstructured":"G\u00e4rdenfors P. (2004) Conceptual spaces. MIT Press, Cambridge"},{"issue":"4","key":"9203_CR23","doi-asserted-by":"crossref","first-page":"591","DOI":"10.1207\/s15516709cog2704_2","volume":"27","author":"C. Gonzalez","year":"2003","unstructured":"Gonzalez C. (2003) Instance-based learning in dynamic decision making. Cognitive Science 27(4): 591\u2013635","journal-title":"Cognitive Science"},{"key":"9203_CR24","unstructured":"Gonzalez, C., Dutt, V., Healy, A., Young, M., & Bourne Jr, L. (2009). Comparison of instance and strategy models in ACT-R. Department of Social and Decision Sciences, 71."},{"key":"9203_CR25","unstructured":"Gonzalez, C., & Lebiere, C. (2005). Instance-based cognitive models of decision making. In D. Zizzo & A. Courakis (Eds.), Transfer of knowledge in economic decision making (pp. 1\u201328). New York: Palgrave McMillan."},{"issue":"4","key":"9203_CR26","first-page":"749","volume":"79","author":"G. W. Harrison","year":"1989","unstructured":"Harrison G. W. (1989) Theory and misbehavior of first-price auctions. American Economic Review 79(4): 749\u2013762","journal-title":"American Economic Review"},{"issue":"1","key":"9203_CR27","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/j.jet.2005.12.008","volume":"133","author":"T. Ho","year":"2007","unstructured":"Ho T., Camerer C., Chong J. (2007) Self-tuning experience weighted attraction learning in games. Journal of Economic Theory 133(1): 177\u2013198","journal-title":"Journal of Economic Theory"},{"key":"9203_CR28","unstructured":"Lebiere, C., & West R. L. (1999). A dynamic ACT-R model of simple games. Proceedings of the Twenty-first Conference of the Cognitive Science Society, pp. 296\u2013301."},{"issue":"4","key":"9203_CR29","doi-asserted-by":"crossref","first-page":"1413","DOI":"10.3982\/ECTA7405","volume":"78","author":"S. D. Levitt","year":"2010","unstructured":"Levitt S. D., List J. A., Reiley D. H. (2010) What happens in the field stays in the field: Exploring whether professionals play minimax in laboratory experiments. Econometrica 78(4): 1413\u20131434","journal-title":"Econometrica"},{"key":"9203_CR30","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1002\/bs.3830120105","volume":"12","author":"D. M. Messick","year":"1967","unstructured":"Messick D. M. (1967) Interdependent decision strategies in zero-sum games: A computer-controlled study. Behavioral Science 12: 33\u201348","journal-title":"Behavioral Science"},{"issue":"1\u20132","key":"9203_CR31","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1016\/j.jeconom.2008.05.009","volume":"145","author":"L. Papke","year":"2008","unstructured":"Papke L., Wooldridge J. (2008) Panel data methods for fractional response variables with an application to test pass rates. Journal of Econometrics 145(1\u20132): 121\u2013133","journal-title":"Journal of Econometrics"},{"key":"9203_CR32","doi-asserted-by":"crossref","first-page":"603","DOI":"10.1037\/0033-295X.104.3.603","volume":"104","author":"A. Rapoport","year":"1997","unstructured":"Rapoport A., Budescu D. (1997) Randomization in individual choice behavior. Psychological Review 104: 603\u2013617","journal-title":"Psychological Review"},{"issue":"2","key":"9203_CR33","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1037\/0033-295X.111.2.333","volume":"111","author":"R. Ratcliff","year":"2004","unstructured":"Ratcliff R., Smith P. L. (2004) A comparison of sequential sampling models for two-choice reaction time. Psychological review 111(2): 333\u2013367","journal-title":"Psychological review"},{"issue":"1","key":"9203_CR34","doi-asserted-by":"crossref","first-page":"164","DOI":"10.1016\/S0899-8256(05)80020-X","volume":"8","author":"A. E. Roth","year":"1995","unstructured":"Roth A. E., Erev I. (1995) Learning in extensive-form games: Experimental data and simple dynamic models in the intermediate term. Games and Economic Behavior 8(1): 164\u2013212","journal-title":"Games and Economic Behavior"},{"key":"9203_CR35","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/0022-0531(86)90021-9","volume":"39","author":"A. Rubinstein","year":"1986","unstructured":"Rubinstein A. (1986) Finite automata play the repeated prisoner\u2019s dilemma. Journal of Economic Theory 39: 83\u201396","journal-title":"Journal of Economic Theory"},{"issue":"2","key":"9203_CR36","doi-asserted-by":"crossref","first-page":"616","DOI":"10.1016\/j.geb.2009.04.001","volume":"67","author":"E. E. Rutstr\u00f6m","year":"2009","unstructured":"Rutstr\u00f6m E. E., Wilcox N. T. (2009) Stated beliefs versus inferred beliefs: A methodological inquiry and experimental test. Games and Economic Behavior 67(2): 616\u2013632","journal-title":"Games and Economic Behavior"},{"issue":"6","key":"9203_CR37","doi-asserted-by":"crossref","first-page":"1597","DOI":"10.1111\/1468-0262.00258","volume":"69","author":"T. C. Salmon","year":"2001","unstructured":"Salmon T. C. (2001) An evaluation of econometric models of adaptive learning. Econometrica 69(6): 1597\u20131628","journal-title":"Econometrica"},{"key":"9203_CR38","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1006\/cogp.1997.0652","volume":"32","author":"L. Schooler","year":"1997","unstructured":"Schooler L., Anderson J. (1997) The role of process in the rational analysis of memory. Cognitive Psychology 32: 219\u2013250","journal-title":"Cognitive Psychology"},{"key":"9203_CR39","unstructured":"Shachat, J., & Swarthout, J. (2011). Learning about learning in games through experimental control of strategic interdependence. Journal of Economic Dynamics and Control."},{"issue":"3","key":"9203_CR40","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1007\/s001860400354","volume":"59","author":"J. Shachat","year":"2004","unstructured":"Shachat J., Swarthout T. J. (2004) Do we detect and exploit mixed strategy play by opponents?. Mathematical Methods of Operations Research 59(3): 359\u2013373","journal-title":"Mathematical Methods of Operations Research"},{"key":"9203_CR41","first-page":"626","volume":"62","author":"Z. Sidak","year":"1967","unstructured":"Sidak Z. (1967) Rectangular confidence regions for the means of multivariate normal distributions. Journal of the American Statistical Association 62: 626\u2013633","journal-title":"Journal of the American Statistical Association"},{"issue":"3","key":"9203_CR42","doi-asserted-by":"crossref","first-page":"408","DOI":"10.1006\/jmps.1999.1260","volume":"44","author":"P. Smith","year":"2000","unstructured":"Smith P. (2000) Stochastic dynamic models of response time and accuracy: A foundational primer. Journal of mathematical psychology 44(3): 408\u2013463","journal-title":"Journal of mathematical psychology"},{"issue":"3","key":"9203_CR43","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/j.tins.2004.01.006","volume":"27","author":"P. L. Smith","year":"2004","unstructured":"Smith P. L., Ratcliff R. (2004) Psychology and neurobiology of simple decisions. Trends in neurosciences 27(3): 161\u2013168","journal-title":"Trends in neurosciences"},{"issue":"2","key":"9203_CR44","doi-asserted-by":"crossref","first-page":"286","DOI":"10.1006\/game.1997.0532","volume":"18","author":"D. Sonsino","year":"1997","unstructured":"Sonsino D. (1997) Learning to learn, pattern recognition, and Nash equilibrium. Games and Economic Behavior 18(2): 286\u2013331","journal-title":"Games and Economic Behavior"},{"issue":"2","key":"9203_CR45","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1016\/S0899-8256(03)00040-X","volume":"44","author":"D. Sonsino","year":"2003","unstructured":"Sonsino D., Sirota J. (2003) Strategic pattern recognition: Experimental evidence. Games and Economic Behavior 44(2): 390\u2013411","journal-title":"Games and Economic Behavior"},{"key":"9203_CR46","doi-asserted-by":"crossref","unstructured":"Spiliopoulos, L. (2012). Pattern recognition and subjective belief learning in a repeated constant-sum game. Games and economic behavior, http:\/\/dx.doi.org\/10.1016\/j.geb.2012.01.005 .","DOI":"10.1016\/j.geb.2012.01.005"},{"issue":"3","key":"9203_CR47","doi-asserted-by":"crossref","first-page":"550","DOI":"10.1037\/0033-295X.108.3.550","volume":"108","author":"M. Usher","year":"2001","unstructured":"Usher M., McClelland J. (2001) The time course of perceptual choice: The leaky, competing accumulator model. Psychological review 108(3): 550","journal-title":"Psychological review"},{"issue":"4","key":"9203_CR48","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/S1389-0417(00)00014-0","volume":"1","author":"R. L. West","year":"2001","unstructured":"West R. L., Lebiere C. (2001) Simple games as dynamic, coupled systems: Randomness and other emergent properties. Cognitive Systems Research 1(4): 221\u2013239","journal-title":"Cognitive Systems Research"},{"issue":"5","key":"9203_CR49","doi-asserted-by":"crossref","first-page":"1271","DOI":"10.1111\/j.1468-0262.2006.00704.x","volume":"74","author":"N. Wilcox","year":"2006","unstructured":"Wilcox N. (2006) Theories of learning in games and heterogeneity bias. Econometrica 74(5): 1271\u20131292","journal-title":"Econometrica"},{"key":"9203_CR50","unstructured":"Wong, T., Cokely E., & Schooler L. J. (2010). An online database of ACT-R parameters : Towards a transparent community-based approach to model development. Proceedings of ICCM (Vol. 1), pp. 282\u2013286."}],"container-title":["Autonomous Agents and Multi-Agent Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10458-012-9203-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10458-012-9203-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10458-012-9203-z","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,7,10]],"date-time":"2020-07-10T08:02:25Z","timestamp":1594368145000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10458-012-9203-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,7,6]]},"references-count":50,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2013,7]]}},"alternative-id":["9203"],"URL":"https:\/\/doi.org\/10.1007\/s10458-012-9203-z","relation":{},"ISSN":["1387-2532","1573-7454"],"issn-type":[{"type":"print","value":"1387-2532"},{"type":"electronic","value":"1573-7454"}],"subject":[],"published":{"date-parts":[[2012,7,6]]}}}