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The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence

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Cited by:

  1. Shervin Shahrokhi Tehrani & Andrew T. Ching, 2024. "A Heuristic Approach to Explore: The Value of Perfect Information," Management Science, INFORMS, vol. 70(5), pages 3200-3224, May.
  2. Petra Todd & Kenneth I. Wolpin, 2002. "Using a Social Experiment to Validate a Dynamic Behavioral Model of Child Schooling and Fertility: Assessing the Impact of a School Subsidy Program in Mexico," PIER Working Paper Archive 03-022, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 01 Sep 2003.
  3. Michael P Keane & Xiangling Liu, 2024. "Tax preferences and housing affordability: Exploration using a life-cycle model," IFS Working Papers W24/48, Institute for Fiscal Studies.
  4. Bound, John & Stinebrickner, Todd & Waidmann, Timothy, 2010. "Health, economic resources and the work decisions of older men," Journal of Econometrics, Elsevier, vol. 156(1), pages 106-129, May.
  5. Boneva, Teodora & Golin, Marta & Kaufmann, Katja Maria & Rauh, Christopher, 2022. "Beliefs about Maternal Labor Supply," IZA Discussion Papers 15788, Institute of Labor Economics (IZA).
  6. Hans G. Bloemen, 2002. "The relation between wealth and labour market transitions: an empirical study for the Netherlands," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 17(3), pages 249-268.
  7. Yamaguchi, Shintaro, 2010. "The effect of match quality and specific experience on career decisions and wage growth," Labour Economics, Elsevier, vol. 17(2), pages 407-423, April.
  8. Enrica Di Stefano, 2019. "Leaving your mamma: why so late in Italy?," Review of Economics of the Household, Springer, vol. 17(1), pages 323-347, March.
  9. David M. Blau, 2008. "Retirement and Consumption in a Life Cycle Model," Journal of Labor Economics, University of Chicago Press, vol. 26(1), pages 35-71.
  10. Donghoon Lee & Matthew Wiswall, 2007. "A Parallel Implementation of the Simplex Function Minimization Routine," Computational Economics, Springer;Society for Computational Economics, vol. 30(2), pages 171-187, September.
  11. Heckman, James J. & Navarro, Salvador, 2007. "Dynamic discrete choice and dynamic treatment effects," Journal of Econometrics, Elsevier, vol. 136(2), pages 341-396, February.
  12. Aguirregabiria, Victor & Mira, Pedro, 2010. "Dynamic discrete choice structural models: A survey," Journal of Econometrics, Elsevier, vol. 156(1), pages 38-67, May.
  13. Gardebroek, Cornelis & Oude Lansink, Alfons G.J.M., 2008. "Dynamic Microeconometric Approaches To Analysing Agricultural Policy," 107th Seminar, January 30-February 1, 2008, Sevilla, Spain 6592, European Association of Agricultural Economists.
  14. Karun Adusumilli & Dita Eckardt, 2019. "Temporal-Difference estimation of dynamic discrete choice models," Papers 1912.09509, arXiv.org, revised Dec 2022.
  15. Michael P. Keane & Kenneth I. Wolpin, 2010. "The Role Of Labor And Marriage Markets, Preference Heterogeneity, And The Welfare System In The Life Cycle Decisions Of Black, Hispanic, And White Women," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(3), pages 851-892, August.
  16. Richard T. Carson & Derrick H. Sun & Yixiao Sun, 2024. "Random Utility Models with Skewed Random Components: the Smallest versus Largest Extreme Value Distribution," Papers 2405.08222, arXiv.org, revised May 2024.
  17. Mingliang Li, 2006. "High school completion and future youth unemployment: new evidence from High School and Beyond," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(1), pages 23-53, January.
  18. Maria Casanova-Rivas, 2008. "Dynamic Complementarities: A Computational and Empirical Analysis of Couples' Retirement Decisions," 2008 Meeting Papers 1073, Society for Economic Dynamics.
  19. Marcoul, Philippe & Weninger, Quinn, 2008. "Search and active learning with correlated information: Empirical evidence from mid-Atlantic clam fishermen," Journal of Economic Dynamics and Control, Elsevier, vol. 32(6), pages 1921-1948, June.
  20. Ralph Stinebrickner & Todd Stinebrickner, 2014. "Academic Performance and College Dropout: Using Longitudinal Expectations Data to Estimate a Learning Model," Journal of Labor Economics, University of Chicago Press, vol. 32(3), pages 601-644.
  21. Marco Francesconi, 2002. "A Joint Dynamic Model of Fertility and Work of Married Women," Journal of Labor Economics, University of Chicago Press, vol. 20(2), pages 336-380, Part.
  22. Pavan, Marina, 2008. "Consumer durables and risky borrowing: The effects of bankruptcy protection," Journal of Monetary Economics, Elsevier, vol. 55(8), pages 1441-1456, November.
  23. Peter Arcidiacono & Holger Sieg & Frank Sloan, 2007. "Living Rationally Under The Volcano? An Empirical Analysis Of Heavy Drinking And Smoking," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(1), pages 37-65, February.
  24. Antonella Mancino, M., 2025. "Rehabilitating futures: Assessing the effects of correctional employment-focused programs on recidivism and employment," European Economic Review, Elsevier, vol. 173(C).
  25. Elena Mattana & Juanna Joensen, 2016. "Student Aid, Academic Achievement, and Labor Market Behavior," 2016 Meeting Papers 1102, Society for Economic Dynamics.
  26. Sarit Cohen-Goldner & Zvi Eckstein, 2008. "Labor Mobility Of Immigrants: Training, Experience, Language, And Opportunities," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(3), pages 837-872, August.
  27. Belzil, Christian, 2007. "The return to schooling in structural dynamic models: a survey," European Economic Review, Elsevier, vol. 51(5), pages 1059-1105, July.
  28. Michael P. Keane, 2015. "Effects Of Permanent And Transitory Tax Changes In A Life‐Cycle Labor Supply Model With Human Capital," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 485-503, May.
  29. John Eric Humphries & Fabian Kosse, 2016. "On the interpretation of non-cognitive skills – what is being measured and why it matters," Working Papers 2016-025, Human Capital and Economic Opportunity Working Group.
  30. David M. Blau & Donna B. Gilleskie, 2008. "The Role Of Retiree Health Insurance In The Employment Behavior Of Older Men," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(2), pages 475-514, May.
  31. Matthew C. Harris, 2019. "The Impact Of Body Weight On Occupational Mobility And Career Development," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 60(2), pages 631-660, May.
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  33. Kalwij, A.S., 1998. "Household Wealth, Female Labor Force Participation and Fertility Decisions," Other publications TiSEM 4b6a2e9d-ecd6-4c2f-9352-7, Tilburg University, School of Economics and Management.
  34. Robert M. Sauer, 2007. "Why develop open-source software? The role of non-pecuniary benefits, monetary rewards, and open-source licence type," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 23(4), pages 605-619, Winter.
  35. Seth Richards‐Shubik, 2015. "Peer effects in sexual initiation: Separating demand and supply mechanisms," Quantitative Economics, Econometric Society, vol. 6(3), pages 663-702, November.
  36. Eric D. Gould, 2008. "Marriage and Career: The Dynamic Decisions of Young Men," Journal of Human Capital, University of Chicago Press, vol. 2(4), pages 337-378.
  37. Chao Fu & Nicolás Grau & Jorge Rivera, 2022. "Wandering astray: Teenagers' choices of schooling and crime," Quantitative Economics, Econometric Society, vol. 13(2), pages 387-424, May.
  38. Michael Darden, 2017. "Smoking, Expectations, and Health: A Dynamic Stochastic Model of Lifetime Smoking Behavior," Journal of Political Economy, University of Chicago Press, vol. 125(5), pages 1465-1522.
  39. Todd R. Stinebrickner, 2000. "Serially correlated variables in dynamic, discrete choice models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(6), pages 595-624.
  40. Paul Sullivan, 2010. "A Dynamic Analysis Of Educational Attainment, Occupational Choices, And Job Search," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(1), pages 289-317, February.
  41. Justin G. Trogdon, 2009. "Demand For And Regulation Of Cardiac Services," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(4), pages 1183-1204, November.
  42. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
  43. Michela Tincani & Fabian Kosse & Enrico Miglino, 2022. "The Effect of Preferential Admissions on the College Participation of Disadvantaged Students: The Role of Pre-College Choices," Working Papers 2022-034, Human Capital and Economic Opportunity Working Group.
  44. Kemptner, Daniel, 2019. "Health-related life cycle risks and public insurance," Journal of Health Economics, Elsevier, vol. 65(C), pages 227-245.
  45. Fan Wang, 2022. "An Empirical Equilibrium Model of Formal and Informal Credit Markets in Developing Countries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 46, pages 224-243, October.
  46. Sullivan, Paul, 2006. "Interpolating Value Functions in Discrete Choice Dynamic Programming Models," MPRA Paper 864, University Library of Munich, Germany.
  47. Dmitriev, Mikhail, 2009. "Structural Analysis of Fertility in Russia," MPRA Paper 21150, University Library of Munich, Germany.
  48. Andrew T. Ching & Tülin Erdem & Michael P. Keane, 2013. "Invited Paper ---Learning Models: An Assessment of Progress, Challenges, and New Developments," Marketing Science, INFORMS, vol. 32(6), pages 913-938, November.
  49. Cohen-Goldner, Sarit & Eckstein, Zvi, 2010. "Estimating the return to training and occupational experience: The case of female immigrants," Journal of Econometrics, Elsevier, vol. 156(1), pages 86-105, May.
  50. Haan, Peter & Prowse, Victoria, 2014. "Longevity, life-cycle behavior and pension reform," Journal of Econometrics, Elsevier, vol. 178(P3), pages 582-601.
  51. Yoo, Do-il, 2012. "Individual and Social Learning in Bio-technology Adoption: The Case of GM Corn in the U.S," 2012 Annual Meeting, August 12-14, 2012, Seattle, Washington 124975, Agricultural and Applied Economics Association.
  52. Susumu Imai & Neelam Jain & Andrew Ching, 2009. "Bayesian Estimation of Dynamic Discrete Choice Models," Econometrica, Econometric Society, vol. 77(6), pages 1865-1899, November.
  53. Elin Halvorsen & Thor O. Thoresen, 2021. "Distributional Effects of a Wealth Tax under Lifetime‐Dynastic Income Concepts," Scandinavian Journal of Economics, Wiley Blackwell, vol. 123(1), pages 184-215, January.
  54. Kristensen, Dennis & Salanié, Bernard, 2017. "Higher-order properties of approximate estimators," Journal of Econometrics, Elsevier, vol. 198(2), pages 189-208.
  55. Korfhage, Thorben, 2019. "Long-run consequences of informal elderly care and implications of public long-term care insurance," Ruhr Economic Papers 813, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
  56. Daniel Ackerberg, 2009. "A new use of importance sampling to reduce computational burden in simulation estimation," Quantitative Marketing and Economics (QME), Springer, vol. 7(4), pages 343-376, December.
  57. Romana Khan & Michael Lewis & Vishal Singh, 2009. "Dynamic Customer Management and the Value of One-to-One Marketing," Marketing Science, INFORMS, vol. 28(6), pages 1063-1079, 11-12.
  58. Anindya Ghose & Sang Pil Han, 2009. "A Dynamic Structural Model of User Learning in Mobile Media Content," Working Papers 09-24, NET Institute, revised Oct 2009.
  59. Carrillo, Paul E. & Ponce Jarrín, Juan, 2009. "Efficient delivery of subsidies to the poor: Improving the design of a cash transfer program in Ecuador," Journal of Development Economics, Elsevier, vol. 90(2), pages 276-284, November.
  60. Peter Arcidiacono & Patrick Bayer & Federico A. Bugni & Jonathan James, 2012. "Approximating High-Dimensional Dynamic Models: Sieve Value Function Iteration," NBER Working Papers 17890, National Bureau of Economic Research, Inc.
  61. Luckny Zéphyr & C. Lindsay Anderson, 2018. "Stochastic dynamic programming approach to managing power system uncertainty with distributed storage," Computational Management Science, Springer, vol. 15(1), pages 87-110, January.
  62. repec:pri:cepsud:212dix-carneiro is not listed on IDEAS
  63. Lee, Donghoon & Wolpin, Kenneth I., 2010. "Accounting for wage and employment changes in the US from 1968-2000: A dynamic model of labor market equilibrium," Journal of Econometrics, Elsevier, vol. 156(1), pages 68-85, May.
  64. Nikolaj Malchow-Møller & Michael Svarer, 2003. "Estimation of the multinomial logit model with random effects," Applied Economics Letters, Taylor & Francis Journals, vol. 10(7), pages 389-392.
  65. Jonathan A. Cook & C.-Y. Cynthia Lin Lawell, 2020. "Wind Turbine Shutdowns and Upgrades in Denmark: Timing Decisions and the Impact of Government Policy," The Energy Journal, , vol. 41(3), pages 81-118, May.
  66. Elena Mattana & Juanna Joensen, 2014. "Student Aid, Academic Achievement, and Labor Market Behavior: Grants or Loans?," 2014 Meeting Papers 707, Society for Economic Dynamics.
  67. Huang, Yufeng, 2015. "Empirical analysis of consumer behavior," Other publications TiSEM 9cc96a79-43d7-436d-87d3-3, Tilburg University, School of Economics and Management.
  68. Tao Chen & Baohong Sun & Vishal Singh, 2009. "An Empirical Investigation of the Dynamic Effect of Marlboro's Permanent Pricing Shift," Marketing Science, INFORMS, vol. 28(4), pages 740-758, 07-08.
  69. Tincani, Michela M. & Kosse, Fabian & Miglino, Enrico, 2022. "The Effect of Preferential Admissions on the College Participation of Disadvantaged Students: The Role of Pre-College Choices," IZA Discussion Papers 15633, Institute of Labor Economics (IZA).
  70. Zhou, Yiyi, 2012. "Failure to Launch in Two-Sided Markets: A Study of the U.S. Video Game Market," MPRA Paper 42002, University Library of Munich, Germany.
  71. Victor Aguirregabiria & Pedro Mira, 2002. "Swapping the Nested Fixed Point Algorithm: A Class of Estimators for Discrete Markov Decision Models," Econometrica, Econometric Society, vol. 70(4), pages 1519-1543, July.
  72. Ji, Yongjie & Rabotyagov, sergey & Valcu-Lisman, Adriana, 2015. "Estimating Adoption of Cover Crops Using Preferences Revealed by a Dynamic Crop Choice Model," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205799, Agricultural and Applied Economics Association.
  73. Daniel Houser & Michael Keane & Kevin McCabe, 2004. "Behavior in a Dynamic Decision Problem: An Analysis of Experimental Evidence Using a Bayesian Type Classification Algorithm," Econometrica, Econometric Society, vol. 72(3), pages 781-822, May.
  74. Meghan M. Skira, 2015. "Dynamic Wage And Employment Effects Of Elder Parent Care," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(1), pages 63-93, February.
  75. Murasawa, Yasutomo, 2023. "大学中退の逐次意思決定モデルの構造推定 [Structural estimation of a sequential decision model of college dropout]," MPRA Paper 118183, University Library of Munich, Germany.
  76. Mantian (Mandy) Hu & Chu (Ivy) Dang & Pradeep K. Chintagunta, 2019. "Search and Learning at a Daily Deals Website," Marketing Science, INFORMS, vol. 38(4), pages 609-642, July.
  77. Ge, Suqin, 2013. "Estimating the returns to schooling: Implications from a dynamic discrete choice model," Labour Economics, Elsevier, vol. 20(C), pages 92-105.
  78. Kristensen, Dennis & Mogensen, Patrick K. & Moon, Jong Myun & Schjerning, Bertel, 2021. "Solving dynamic discrete choice models using smoothing and sieve methods," Journal of Econometrics, Elsevier, vol. 223(2), pages 328-360.
  79. Grune, Lars & Semmler, Willi, 2004. "Using dynamic programming with adaptive grid scheme for optimal control problems in economics," Journal of Economic Dynamics and Control, Elsevier, vol. 28(12), pages 2427-2456, December.
  80. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  81. John Bound & Todd Stinebrickner & Timothy Waidman, 2004. "Using a Structural Retirement Model to Simulate the Effect of Changes to the OASDI and Medicare Programs," Working Papers wp091, University of Michigan, Michigan Retirement Research Center.
  82. Andrew T. Ching & Tülin Erdem & Michael P. Keane, 2017. "Empirical Models of Learning Dynamics: A Survey of Recent Developments," International Series in Operations Research & Management Science, in: Berend Wierenga & Ralf van der Lans (ed.), Handbook of Marketing Decision Models, edition 2, chapter 0, pages 223-257, Springer.
  83. Maria Rosaria Marino & Marzia Romanelli & Martino Tasso, 2016. "Women at work: the impact of welfare and fiscal policies in a dynamic labor supply model," Temi di discussione (Economic working papers) 1084, Bank of Italy, Economic Research and International Relations Area.
  84. Boneva, T. & Golin, M. & Kaufmann, K. & Rauh, C., 2021. "Maternal Labor Supply: Perceived Returns, Constraints, and Social Norms," Cambridge Working Papers in Economics 2138, Faculty of Economics, University of Cambridge.
  85. Chamna Yoon, 2017. "Estimating A Dynamic Spatial Equilibrium Model To Evaluate The Welfare Implications Of Regional Adjustment Processes: The Decline Of The Rust Belt," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 58(2), pages 473-497, May.
  86. Kabátek, Jan, 2015. "Essays on public policy and household decision making," Other publications TiSEM 8cdb178e-ad98-42e5-a7e1-b, Tilburg University, School of Economics and Management.
  87. Dan Anderberg & Noemi Mantovan & Robert M Sauer, 2023. "The Dynamics of Domestic Violence: Learning about the Match," The Economic Journal, Royal Economic Society, vol. 133(656), pages 2863-2898.
  88. Stinebrickner, Todd R, 2001. "A Dynamic Model of Teacher Labor Supply," Journal of Labor Economics, University of Chicago Press, vol. 19(1), pages 196-230, January.
  89. Sánchez Mangas, Rocío, 2002. "Another look at the estimation of dynamic programming models with censored decision variables," DES - Working Papers. Statistics and Econometrics. WS ws022404, Universidad Carlos III de Madrid. Departamento de Estadística.
  90. Andrew Ching & Susumu Imai & Masakazu Ishihara & Neelam Jain, 2012. "A practitioner’s guide to Bayesian estimation of discrete choice dynamic programming models," Quantitative Marketing and Economics (QME), Springer, vol. 10(2), pages 151-196, June.
  91. Li Gan & Guan Gong & Heng-Fu Zou, 2005. "Rural-Urban Education and Health Disparities in China: A Structural Approach," CEMA Working Papers 569, China Economics and Management Academy, Central University of Finance and Economics.
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  93. repec:eee:labchp:v:3:y:1999:i:pc:p:3261-3307 is not listed on IDEAS
  94. Jesús Fernández-Villaverde & Juan F. Rubio-Ramírez & Manuel S. Santos, 2006. "Convergence Properties of the Likelihood of Computed Dynamic Models," Econometrica, Econometric Society, vol. 74(1), pages 93-119, January.
  95. Michael P. Keane & Kenneth I. Wolpin, 2007. "Exploring The Usefulness Of A Nonrandom Holdout Sample For Model Validation: Welfare Effects On Female Behavior," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1351-1378, November.
  96. Gamba, Andrea & Tesser, Matteo, 2009. "Structural estimation of real options models," Journal of Economic Dynamics and Control, Elsevier, vol. 33(4), pages 798-816, April.
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  99. Lars Grüne & Willi Semmler, 2007. "Asset pricing with dynamic programming," Computational Economics, Springer;Society for Computational Economics, vol. 29(3), pages 233-265, May.
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  103. Eggleston, Jonathan, 2016. "An efficient decomposition of the expectation of the maximum for the multivariate normal and related distributions," Journal of Econometrics, Elsevier, vol. 195(1), pages 120-133.
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