Reinforcement Learning in Repeated Portfolio Decisions
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Bossaerts, Peter & Plott, Charles, 2002. "The CAPM in thin experimental financial markets," Journal of Economic Dynamics and Control, Elsevier, vol. 26(7-8), pages 1093-1112, July.
- Kroll, Yoram & Levy, Haim & Rapoport, Amnon, 1988. "Experimental tests of the mean-variance model for portfolio selection," Organizational Behavior and Human Decision Processes, Elsevier, vol. 42(3), pages 388-410, December.
- 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.
- Peter Bossaerts & Charles Plott, 2004.
"Basic Principles of Asset Pricing Theory: Evidence from Large-Scale Experimental Financial Markets,"
Review of Finance, European Finance Association, vol. 8(2), pages 135-169.
- Peter Bossaerts & Charles Plott, 2004. "Basic Principles of Asset Pricing Theory: Evidence from Large-Scale Experimental Financial Markets," Review of Finance, Springer, vol. 8(2), pages 135-169.
- Bossaerts, Peter & Plott, Charles R., 2000. "Basic Principles of Asset Pricing Theory: Evidence From Large-Scale Experimental Financial Markets," Working Papers 1070, California Institute of Technology, Division of the Humanities and Social Sciences.
- Bossaerts, Peter & Plott, Charles, 2000. "Basic Principles Of Asset Pricing Theory: Evidence From Large-Scale Experimental Financial Markets," CEPR Discussion Papers 2578, C.E.P.R. Discussion Papers.
- Markku Kaustia & Samuli Knüpfer, 2008. "Do Investors Overweight Personal Experience? Evidence from IPO Subscriptions," Journal of Finance, American Finance Association, vol. 63(6), pages 2679-2702, December.
- Canner, Niko & Mankiw, N Gregory & Weil, David N, 1997.
"An Asset Allocation Puzzle,"
American Economic Review, American Economic Association, vol. 87(1), pages 181-191, March.
- Niko Canner & N. Gregory Mankiw & David N. Weil, 1994. "An Asset Allocation Puzzle," NBER Working Papers 4857, National Bureau of Economic Research, Inc.
- 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.
- J. Tobin, 1958.
"Liquidity Preference as Behavior Towards Risk,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 25(2), pages 65-86.
- James Tobin, 1956. "Liquidity Preference as Behavior Towards Risk," Cowles Foundation Discussion Papers 14, Cowles Foundation for Research in Economics, Yale University.
- 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.
- James Choi & David Laibson & Brigitte Madrian & Andrew Metrick, 2007. "Reinforcement Learning and Savings Behavior," Yale School of Management Working Papers amz2657, Yale School of Management, revised 01 Mar 2009.
- Metrick, Andrew & Laibson, David I. & Choi, James J. & Madrian, Brigitte, 2009. "Reinforcement Learning and Savings Behavior," Scholarly Articles 4686777, Harvard University Department of Economics.
- Pascale Waelti & Anthony Dickinson & Wolfram Schultz, 2001. "Dopamine responses comply with basic assumptions of formal learning theory," Nature, Nature, vol. 412(6842), pages 43-48, July.
- Colin Camerer & Teck-Hua Ho, 1999. "Experience-weighted Attraction Learning in Normal Form Games," Econometrica, Econometric Society, vol. 67(4), pages 827-874, July.
- Richard H. Thaler & Shlomo Benartzi, 2001. "Naive Diversification Strategies in Defined Contribution Saving Plans," American Economic Review, American Economic Association, vol. 91(1), pages 79-98, March.
- 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.
- James Choi & David Laibson & Brigitte Madrian & Andrew Metrick, 2007. "Reinforcement Learning and Savings Behavior," Yale School of Management Working Papers amz2657, Yale School of Management, revised 01 Mar 2009.
- Metrick, Andrew & Laibson, David I. & Choi, James J. & Madrian, Brigitte, 2009. "Reinforcement Learning and Savings Behavior," Scholarly Articles 4686777, Harvard University Department of Economics.
- Kroll, Yoram & Levy, Haim & Rapoport, Amnon, 1988. "Experimental Tests of the Separation Theorem and the Capital Asset Pricing Model," American Economic Review, American Economic Association, vol. 78(3), pages 500-519, June.
- Ido Kallir & Doron Sonsino, 2009. "The Neglect of Correlation in Allocation Decisions," Southern Economic Journal, John Wiley & Sons, vol. 75(4), pages 1045-1066, April.
- Nick Feltovich, 2000. "Reinforcement-Based vs. Belief-Based Learning Models in Experimental Asymmetric-Information," Econometrica, Econometric Society, vol. 68(3), pages 605-642, May.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- K. Jeremy Ko & Zhijian (James) Huang, 2012. "Persistence of Beliefs in an Investment Experiment," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 2(01), pages 1-34.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Olschewski, Sebastian & Diao, Linan & Rieskamp, Jörg, 2021. "Reinforcement learning about asset variability and correlation in repeated portfolio decisions," Journal of Behavioral and Experimental Finance, Elsevier, vol. 32(C).
- Oyarzun, Carlos & Sanjurjo, Adam & Nguyen, Hien, 2017. "Response functions," European Economic Review, Elsevier, vol. 98(C), pages 1-31.
- Sautua, Santiago I., 2020. "When diversification clashes with the reinforcement heuristic: An experimental investigation," Journal of Economic Behavior & Organization, Elsevier, vol. 174(C), pages 196-211.
- Dalton, Michael & Landry, Peter, 2020. "‘Overattention’ to first-hand experience in hiring decisions: Evidence from professional basketball," Journal of Economic Behavior & Organization, Elsevier, vol. 175(C), pages 98-113.
- Gao, Huasheng & Shi, Donghui & Zhao, Bin, 2021. "Does good luck make people overconfident? Evidence from a natural experiment in the stock market," Journal of Corporate Finance, Elsevier, vol. 68(C).
- Guiso, Luigi & Sodini, Paolo, 2013.
"Household Finance: An Emerging Field,"
Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1397-1532,
Elsevier.
- Luigi Guiso & Paolo Sodini, 2012. "Household Finance. An Emerging Field," EIEF Working Papers Series 1204, Einaudi Institute for Economics and Finance (EIEF), revised Mar 2012.
- Guiso, Luigi, 2012. "Household Finance: An Emerging Field," CEPR Discussion Papers 8934, C.E.P.R. Discussion Papers.
- Shachat, Jason & Swarthout, J. Todd, 2012.
"Learning about learning in games through experimental control of strategic interdependence,"
Journal of Economic Dynamics and Control, Elsevier, vol. 36(3), pages 383-402.
- Jason Shachat & J. Todd Swarthout, 2002. "Learning about Learning in Games through Experimental Control of Strategic Interdependence," Experimental Economics Center Working Paper Series 2006-17, Experimental Economics Center, Andrew Young School of Policy Studies, Georgia State University, revised Aug 2008.
- Jason Shachat & J. Todd Swarthout, 2013. "Learning about learning in games through experimental control of strategic interdependence," Working Papers 2013-10-14, Wang Yanan Institute for Studies in Economics (WISE), Xiamen University.
- Jason Shachat & J. Todd Swarthout, 2011. "Learning about learning in games through experimental control of strategic interdependence," Working Papers 1103, Xiamen Unversity, The Wang Yanan Institute for Studies in Economics, Finance and Economics Experimental Laboratory, revised 28 Apr 2011.
- Jason Shachat & J. Todd Swarthout, 2003. "Learning about Learning in Games through Experimental Control of Strategic Interdependence," Experimental 0310003, University Library of Munich, Germany.
- Peiran Jiao & Heinrich H. Nax, 2016.
"When is Market the Benchmark? Reinforcement Evidence from Repurchase Decisions,"
Economics Papers
2016-W01, Economics Group, Nuffield College, University of Oxford.
- 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.
- 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.
- repec:wyi:journl:002151 is not listed on IDEAS
- Hwang, Joon Ho & Kim, Min-Su, 2015. "Misunderstanding of the binomial distribution, market inefficiency, and learning behavior: Evidence from an exotic sports betting market," European Journal of Operational Research, Elsevier, vol. 243(1), pages 333-344.
- Ianni, A., 2002. "Reinforcement learning and the power law of practice: some analytical results," Discussion Paper Series In Economics And Econometrics 203, Economics Division, School of Social Sciences, University of Southampton.
- Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021.
"Household Finance,"
Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
- Haliassos, Michael & Gomes, Francisco, 2020. "Household Finance," CEPR Discussion Papers 14502, C.E.P.R. Discussion Papers.
- Gomes, Francisco J. & Haliassos, Michael & Ramadorai, Tarun, 2020. "Household finance," IMFS Working Paper Series 138, Goethe University Frankfurt, Institute for Monetary and Financial Stability (IMFS).
- Wolf Ze'ev Ehrblatt & Kyle Hyndman & Erkut Y. ÄOzbay & Andrew Schotter, 2006. "Convergence: An Experimental Study," Levine's Working Paper Archive 122247000000001148, David K. Levine.
- Masiliūnas, Aidas, 2023. "Learning in rent-seeking contests with payoff risk and foregone payoff information," Games and Economic Behavior, Elsevier, vol. 140(C), pages 50-72.
- Dziubiński, Marcin & Roy, Jaideep, 2012. "Popularity of reinforcement-based and belief-based learning models: An evolutionary approach," Journal of Economic Dynamics and Control, Elsevier, vol. 36(3), pages 433-454.
- Lefebvre, Germain & Nioche, Aurélien & Bourgeois-Gironde, Sacha & Palminteri, Stefano, 2018. "An Empirical Investigation of the Emergence of Money: Contrasting Temporal Difference and Opportunity Cost Reinforcement Learning," MPRA Paper 85586, University Library of Munich, Germany.
- Shafran, Aric P., 2012. "Learning in games with risky payoffs," Games and Economic Behavior, Elsevier, vol. 75(1), pages 354-371.
- Ibrahim Filiz & Thomas Nahmer & Markus Spiwoks & Kilian Bizer, 2018. "Portfolio diversification: the influence of herding, status-quo bias, and the gambler’s fallacy," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 32(2), pages 167-205, May.
- Chiang, Yao-Min & Hirshleifer, David & Qian, Yiming & Sherman, Ann, 2009. "Learning to Fail? Evidence from Frequent IPO Investors," MPRA Paper 16854, University Library of Munich, Germany, revised Aug 2009.
- He, Xue-Zhong & Lin, Shen, 2022. "Reinforcement Learning Equilibrium in Limit Order Markets," Journal of Economic Dynamics and Control, Elsevier, vol. 144(C).
More about this item
Keywords
repeated portfolio decisions; reinforcement learning model; correlation;All these keywords.
JEL classification:
- C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
- D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
- G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:jrp:jrpwrp:2011-009. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Markus Pasche (email available below). General contact details of provider: http://www.jenecon.de .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.