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Reinforcement Learning and Savings Behavior

Citations

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Cited by:

  1. Lars Hornuf & Eliza Stenzhorn & Tim Vintis, 2022. "Are sustainability-oriented investors different? Evidence from equity crowdfunding," The Journal of Technology Transfer, Springer, vol. 47(6), pages 1662-1689, December.
  2. Fotini Economou & Konstantinos Gavriilidis & Bartosz Gebka & Vasileios Kallinterakis, 2022. "Feedback trading: a review of theory and empirical evidence," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 15(4), pages 429-476, February.
  3. Jiří Šindelář & Petr Budinský, 2024. "Hidden Consequences of Consumer Protection on the Financial Market: Regulation-introduced Bias," Prague Economic Papers, Prague University of Economics and Business, vol. 2024(3), pages 277-318.
  4. Arnold, Marc & Pelster, Matthias & Subrahmanyam, Marti G., 2022. "Attention triggers and investors’ risk-taking," Journal of Financial Economics, Elsevier, vol. 143(2), pages 846-875.
  5. Linan Diao & Jörg Rieskamp, 2011. "Reinforcement Learning in Repeated Portfolio Decisions," Jena Economics Research Papers 2011-009, Friedrich-Schiller-University Jena.
  6. Chih-Hsiang Chang & Shan-Shan Chen & Song-Lin Hsieh, 2017. "Asymmetric Reinforcement Learning and Conditioned Responses During the 2007–2009 Global Financial Crisis: Evidence from Taiwan," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 20(02), pages 1-44, June.
  7. Lucas Goodman & Anita Mukherjee & Shanthi Ramnath, 2022. "Set it and Forget it? Financing Retirement in an Age of Defaults," Working Paper Series WP 2022-50, Federal Reserve Bank of Chicago.
  8. 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.
  9. Artem Kuriksha, 2021. "An Economy of Neural Networks: Learning from Heterogeneous Experiences," Papers 2110.11582, arXiv.org.
  10. Anufriev, Mikhail & Bao, Te & Tuinstra, Jan, 2016. "Microfoundations for switching behavior in heterogeneous agent models: An experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 129(C), pages 74-99.
  11. Khan, Mohammad Tariqul Islam & Tan, Siow-Hooi & Chong, Lee-Lee, 2017. "How past perceived portfolio returns affect financial behaviors—The underlying psychological mechanism," Research in International Business and Finance, Elsevier, vol. 42(C), pages 1478-1488.
  12. 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.
  13. Beshears, John & Choi, James J. & Laibson, David & Madrian, Brigitte C., 2011. "Behavioral economics perspectives on public sector pension plans," Journal of Pension Economics and Finance, Cambridge University Press, vol. 10(2), pages 315-336, April.
  14. Mikael Bask & João Madeira, 2021. "Extrapolative expectations and macroeconomic dynamics: Evidence from an estimated DSGE model," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(1), pages 1101-1111, January.
  15. repec:zbw:bofrdp:2014_030 is not listed on IDEAS
  16. 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.
  17. Goodman, Lucas & Mukherjee, Anita & Ramnath, Shanthi, 2023. "Set it and forget it? Financing retirement in an age of defaults," Journal of Financial Economics, Elsevier, vol. 148(1), pages 47-68.
  18. John Y. Campbell & Tarun Ramadorai & Benjamin Ranish, 2014. "Getting Better or Feeling Better? How Equity Investors Respond to Investment Experience," NBER Working Papers 20000, National Bureau of Economic Research, Inc.
  19. Aizenman, Joshua & Noy, Ilan, 2013. "Public and private saving and the long shadow of macroeconomic shocks," Working Paper Series 2776, Victoria University of Wellington, School of Economics and Finance.
  20. Michael Bailey & Ruiqing Cao & Theresa Kuchler & Johannes Stroebel, 2016. "Social Networks and Housing Markets," NBER Working Papers 22258, National Bureau of Economic Research, Inc.
  21. Feng, Zhi-Yuan & Wang, Chou-Wen & Lu, Yu-Hong, 2022. "The impact of climatic disaster on corporate investment policy," Journal of Multinational Financial Management, Elsevier, vol. 66(C).
  22. Barrot, Jean-Noel & Kaniel, Ron & Sraer, David, 2016. "Are retail traders compensated for providing liquidity?," Journal of Financial Economics, Elsevier, vol. 120(1), pages 146-168.
  23. Juhani T. Linnainmaa, 2011. "Why Do (Some) Households Trade So Much?," The Review of Financial Studies, Society for Financial Studies, vol. 24(5), pages 1630-1666.
  24. Santosh Anagol & Shawn Cole & Shayak Sarkar, 2012. "Understanding the Advice of Commissions-Motivated Agents: Evidence from the Indian Life Insurance Market," Harvard Business School Working Papers 12-055, Harvard Business School, revised Oct 2015.
  25. Aizenman, Joshua & Noy, Ilan, 2015. "Saving and the long shadow of macroeconomic shocks," Journal of Macroeconomics, Elsevier, vol. 46(C), pages 147-159.
  26. Chi Hyun Kim, 2021. "Optimism Gone Bad? The Persistent Effects of Traumatic Experiences on Investment Decisions," Discussion Papers of DIW Berlin 1952, DIW Berlin, German Institute for Economic Research.
  27. Michael Seiler & Eric Walden, 2015. "A Neurological Explanation of Strategic Mortgage Default," The Journal of Real Estate Finance and Economics, Springer, vol. 51(2), pages 215-230, August.
  28. Andreas Fuster & Benjamin Hebert & David Laibson, 2012. "Natural Expectations, Macroeconomic Dynamics, and Asset Pricing," NBER Macroeconomics Annual, University of Chicago Press, vol. 26(1), pages 1-48.
  29. Gregor Dorfleitner & Lars Hornuf & Martina Weber, 2018. "Paralyzed by Shock: The Portfolio Formation Behavior of Peer-to-Business Lending Investors," CESifo Working Paper Series 7092, CESifo.
  30. Ugo Panizza, 2015. "Billions on the Sidewalk: Improving Savings by Reducing Investment Mistakes," IHEID Working Papers 18-2015, Economics Section, The Graduate Institute of International Studies.
  31. 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.
  32. Prachi Deuskar & Deng Pan & Fei Wu & Hongfeng Zhou, 2021. "How does regret affect investor behaviour? Evidence from Chinese stock markets," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(S1), pages 1851-1896, April.
  33. Itzhak Ben-David & Justin Birru & Viktor Prokopenya, 2018. "Uninformative Feedback and Risk Taking: Evidence from Retail Forex Trading [Two methods of reducing overconfidence]," Review of Finance, European Finance Association, vol. 22(6), pages 2009-2036.
  34. Carvalho, Daniel & Gao, Janet & Ma, Pengfei, 2023. "Loan spreads and credit cycles: The role of lenders’ personal economic experiences," Journal of Financial Economics, Elsevier, vol. 148(2), pages 118-149.
  35. Dan Li & Geng Li, 2014. "Are Household Investors Noise Traders: Evidence from Belief Dispersion and Stock Trading Volume," Finance and Economics Discussion Series 2014-35, Board of Governors of the Federal Reserve System (U.S.).
  36. Kaustia, Markku & Knüpfer, Samuli, 2012. "Peer performance and stock market entry," Journal of Financial Economics, Elsevier, vol. 104(2), pages 321-338.
  37. Mikhail Anufriev & Te Bao & Angela Sutan & Jan Tuinstra, 2015. "Fee structure, return chasing and mutual fund choice: an experiment," Working Paper Series 30, Economics Discipline Group, UTS Business School, University of Technology, Sydney.
  38. 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).
  39. 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.
  40. Katrin Gödker & Terrance Odean & Paul Smeets, 2023. "Disposed to Be Overconfident," CESifo Working Paper Series 10357, CESifo.
  41. Steffen Meyer & Michaela Pagel, 2019. "Fully Closed: Individual Responses to Realized Gains and Losses," NBER Working Papers 25542, National Bureau of Economic Research, Inc.
  42. J. Michael Collins & Madelaine L’Esperance, 2023. "What do students gain from banks in schools? A field study," Review of Economics of the Household, Springer, vol. 21(2), pages 567-590, June.
  43. Doukas, John A. & Mandal, Sonik, 2018. "CEO risk preferences and hedging decisions: A multiyear analysis," Journal of International Money and Finance, Elsevier, vol. 86(C), pages 131-153.
  44. 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.
  45. Élise PAYZAN LE NESTOUR, 2010. "Bayesian Learning in UnstableSettings: Experimental Evidence Based on the Bandit Problem," Swiss Finance Institute Research Paper Series 10-28, Swiss Finance Institute.
  46. Oyarzun, Carlos & Ruf, Johannes, 2014. "Convergence in models with bounded expected relative hazard rates," Journal of Economic Theory, Elsevier, vol. 154(C), pages 229-244.
  47. Galil, Koresh & Spivak, Avia & Tur-Sinai, Aviad, 2023. "Socioeconomic status and individual investors’ behavior during a financial crisis," Journal of Behavioral and Experimental Finance, Elsevier, vol. 40(C).
  48. Andersen, Steffen & Hanspal, Tobin & Nielsen, Kasper Meisner, 2019. "Once bitten, twice shy: The power of personal experiences in risk taking," Journal of Financial Economics, Elsevier, vol. 132(3), pages 97-117.
  49. Lukas Buchheim & Thomas Kolaska, 2017. "Weather and the Psychology of Purchasing Outdoor Movie Tickets," Management Science, INFORMS, vol. 63(11), pages 3718-3738, November.
  50. repec:wyi:journl:002151 is not listed on IDEAS
  51. Hu, Yingyao & Kayaba, Yutaka & Shum, Matthew, 2013. "Nonparametric learning rules from bandit experiments: The eyes have it!," Games and Economic Behavior, Elsevier, vol. 81(C), pages 215-231.
  52. Lehtoranta, Antti, 2014. "Childhood experience of father's job loss and stock market participation," Bank of Finland Research Discussion Papers 30/2014, Bank of Finland.
  53. Anufriev, Mikhail & Bao, Te & Sutan, Angela & Tuinstra, Jan, 2019. "Fee structure and mutual fund choice: An experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 158(C), pages 449-474.
  54. 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.
  55. Zion, Uri Ben & Erev, Ido & Haruvy, Ernan & Shavit, Tal, 2010. "Adaptive behavior leads to under-diversification," Journal of Economic Psychology, Elsevier, vol. 31(6), pages 985-995, December.
  56. Michael Grubb, 2015. "Failing to Choose the Best Price: Theory, Evidence, and Policy," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 47(3), pages 303-340, November.
  57. 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.
  58. 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.
  59. Dmitri Boreiko & Dimche Risteski, 2021. "Serial and large investors in initial coin offerings," Small Business Economics, Springer, vol. 57(2), pages 1053-1071, August.
  60. Oscar A. Stolper & Andreas Walter, 2017. "Financial literacy, financial advice, and financial behavior," Journal of Business Economics, Springer, vol. 87(5), pages 581-643, July.
  61. Kim, Chi Hyun, 2021. "Optimism gone bad? The persistent effects of traumatic experiences on investment decisions," Working Papers 32, German Research Foundation's Priority Programme 1859 "Experience and Expectation. Historical Foundations of Economic Behaviour", Humboldt University Berlin.
  62. 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.
  63. Steffen Meyer & Michaela Pagel, 2022. "Fully Closed: Individual Responses to Realized Gains and Losses," Journal of Finance, American Finance Association, vol. 77(3), pages 1529-1585, June.
  64. He, Xue-Zhong & Lin, Shen, 2022. "Reinforcement Learning Equilibrium in Limit Order Markets," Journal of Economic Dynamics and Control, Elsevier, vol. 144(C).
  65. Martin Hibbeln & Werner Osterkamp, 2024. "Simple is simply not enough—features versus labels of complex financial securities," Review of Derivatives Research, Springer, vol. 27(2), pages 113-150, July.
  66. 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).
  67. Xie, Xiaohong & Osińska, Magdalena & Szczepaniak, Małgorzata, 2023. "Do young generations save for retirement? Ensuring financial security of Gen Z and Gen Y," Journal of Policy Modeling, Elsevier, vol. 45(3), pages 644-668.
  68. Antoniou, Constantinos & Mitali, Shema F., 2023. "Do stock-level experienced returns influence security selection?," Journal of Banking & Finance, Elsevier, vol. 157(C).
  69. David Hirshleife, 2015. "Behavioral Finance," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 133-159, December.
  70. Shachat, Jason & Walker, Matthew J. & Wei, Lijia, 2021. "How the onset of the Covid-19 pandemic impacted pro-social behaviour and individual preferences: Experimental evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 190(C), pages 480-494.
  71. Sias, Richard & Starks, Laura T. & Turtle, H.J., 2023. "The negativity bias and perceived return distributions: Evidence from a pandemic," Journal of Financial Economics, Elsevier, vol. 147(3), pages 627-657.
  72. Bu, Di & Hanspal, Tobin & Liao, Yin & Liu, Yong, 2021. "Risk taking, preferences, and beliefs: Evidence from Wuhan," SAFE Working Paper Series 301, Leibniz Institute for Financial Research SAFE.
  73. Hu, Yingyao, 2017. "The Econometrics of Unobservables -- Latent Variable and Measurement Error Models and Their Applications in Empirical Industrial Organization and Labor Economics [The Econometrics of Unobservables]," Economics Working Paper Archive 64578, The Johns Hopkins University,Department of Economics, revised 2021.
  74. Gopalan, Radhakrishnan & Gormley, Todd A. & Kalda, Ankit, 2021. "It’s not so bad: Director bankruptcy experience and corporate risk-taking," Journal of Financial Economics, Elsevier, vol. 142(1), pages 261-292.
  75. Ampudia, Miguel & Ehrmann, Michael, 2017. "Macroeconomic experiences and risk taking of euro area households," European Economic Review, Elsevier, vol. 91(C), pages 146-156.
  76. Lehtoranta, Antti, 2014. "Childhood experience of father's job loss and stock market participation," Research Discussion Papers 30/2014, Bank of Finland.
  77. Oyarzun, Carlos & Sanjurjo, Adam & Nguyen, Hien, 2017. "Response functions," European Economic Review, Elsevier, vol. 98(C), pages 1-31.
  78. Song, Reo & Jang, Sungha & Wang, Yingdi & Hanssens, Dominique M. & Suh, Jaebeom, 2021. "Reinforcement learning and risk preference in equity linked notes markets," Journal of Empirical Finance, Elsevier, vol. 64(C), pages 224-246.
  79. Huang, Xing, 2019. "Mark Twain’s Cat: Investment experience, categorical thinking, and stock selection," Journal of Financial Economics, Elsevier, vol. 131(2), pages 404-432.
  80. Utpal Bhattacharya & Wei-Yu Kuo & Tse-Chun Lin & Jing Zhao, 2018. "Do Superstitious Traders Lose Money?," Management Science, INFORMS, vol. 64(8), pages 3772-3791, August.
  81. José J. Cao‐Alvira & Amalia Novoa‐Hoyos & Alexander Núñez‐Torres, 2021. "On the financial literacy, indebtedness, and wealth of Colombian households," Review of Development Economics, Wiley Blackwell, vol. 25(2), pages 978-993, May.
  82. Cary Frydman & Nicholas Barberis & Colin Camerer & Peter Bossaerts & Antonio Rangel, 2012. "Using Neural Data to Test a Theory of Investor Behavior: An Application to Realization Utility," NBER Working Papers 18562, National Bureau of Economic Research, Inc.
  83. Andersen, Steffen & Hanspal, Tobin & Nielsen, Kasper Meisner, 2016. "Once Bitten, Twice Shy: The Role of Inertia and Personal Experiences in Risk Taking," CEPR Discussion Papers 11504, C.E.P.R. Discussion Papers.
  84. Nobuyuki Hanaki & Cars Hommes & Dávid Kopányi & Anita Kopányi-Peuker & Jan Tuinstra, 2023. "Forecasting returns instead of prices exacerbates financial bubbles," Experimental Economics, Springer;Economic Science Association, vol. 26(5), pages 1185-1213, November.
  85. Kiichi Tokuoka, 2015. "Do Consumers Learn from Their Own Experiences?," The Japanese Economic Review, Japanese Economic Association, vol. 66(4), pages 466-491, December.
  86. Lai, Chong, 2022. "Investment dynamics of fund managers under evolutionary games," International Review of Financial Analysis, Elsevier, vol. 82(C).
  87. Binswanger, Johannes, 2011. "Dynamic decision making with feasibility goals: A procedural-rationality approach," Journal of Economic Behavior & Organization, Elsevier, vol. 78(3), pages 219-228, May.
  88. Barber, Brad M. & Odean, Terrance, 2013. "The Behavior of Individual Investors," 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 1533-1570, Elsevier.
  89. Chan, Kalok & Wang, Baolian & Yang, Zhishu, 2019. "Why investors do not buy cheaper securities: Evidence from a natural experiment," Journal of Banking & Finance, Elsevier, vol. 101(C), pages 59-76.
  90. Aizenman, Joshua & Noy, Ilan, 2013. "Public and private saving and the long shadow of macroeconomic shocks," Working Paper Series 18772, Victoria University of Wellington, School of Economics and Finance.
  91. Tao Chen & Andreas Karathanasopoulos & Stanley Iat-Meng Ko & Chia Chun Lo, 2020. "Lucky lots and unlucky investors," Review of Quantitative Finance and Accounting, Springer, vol. 54(2), pages 735-751, February.
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