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Numerically stable and accurate stochastic simulation approaches for solving dynamic economic models

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Cited by:

  1. Bouakez, Hafedh & Oikonomou, Rigas & Priftis, Romanos, 2018. "Optimal debt management in a liquidity trap," Journal of Economic Dynamics and Control, Elsevier, vol. 93(C), pages 5-21.
  2. Aldrich Eric Mark & Kung Howard, 2021. "Computational Methods for Production-Based Asset Pricing Models with Recursive Utility," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 25(1), pages 1-26, February.
  3. Zhu, Xiaohong, 2016. "New models to estimate costs of US farm programs," ISU General Staff Papers 201601010800006209, Iowa State University, Department of Economics.
  4. Nick Draper & André Nibbelink & Johannes Uhde, 2013. "An Assessment of Alternatives for the Dutch First Pension Pillar, The Design of Pension Schemes," CPB Discussion Paper 259.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
  5. Maliar, Lilia & Maliar, Serguei, 2013. "Envelope condition method versus endogenous grid method for solving dynamic programming problems," Economics Letters, Elsevier, vol. 120(2), pages 262-266.
  6. Mordecai Kurz & Maurizio Motolese & Giulia Piccillo & Howei Wu, 2015. "Monetary Policy with Diverse Private Expectations," Discussion Papers 15-004, Stanford Institute for Economic Policy Research.
  7. Mark Broadie & Weiwei Shen, 2016. "High-Dimensional Portfolio Optimization With Transaction Costs," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 19(04), pages 1-49, June.
  8. Lilia Maliar & Serguei Maliar & John B. Taylor & Inna Tsener, 2020. "A tractable framework for analyzing a class of nonstationary Markov models," Quantitative Economics, Econometric Society, vol. 11(4), pages 1289-1323, November.
  9. Alexander W. Blocker & Laurence J. Kotlikoff & Stephen A. Ross & Sergio Villar Vallenas, 2019. "The True Cost of Social Security," Tax Policy and the Economy, University of Chicago Press, vol. 33(1), pages 131-163.
  10. Arellano, Cristina & Maliar, Lilia & Maliar, Serguei & Tsyrennikov, Viktor, 2016. "Envelope condition method with an application to default risk models," Journal of Economic Dynamics and Control, Elsevier, vol. 69(C), pages 436-459.
  11. Richard S. J. Tol & In Chang Hwang & Frédéric Reynès, 2012. "The Effect of Learning on Climate Policy under Fat-tailed Uncertainty," Working Paper Series 5312, Department of Economics, University of Sussex Business School.
  12. Zhou, Wei & Babcock, Bruce A., 2014. "Endogenous Price in a Dynamic Model for Agricultural Supply Analysis," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170584, Agricultural and Applied Economics Association.
  13. Lepetyuk, Vadym & Maliar, Lilia & Maliar, Serguei, 2020. "When the U.S. catches a cold, Canada sneezes: A lower-bound tale told by deep learning," Journal of Economic Dynamics and Control, Elsevier, vol. 117(C).
  14. Zhu, Xiaohong, 2016. "New models to estimate costs of US farm programs," ISU General Staff Papers 3547, Iowa State University, Department of Economics.
  15. In Chang Hwang & Richard S.J. Tol & Marjan W. Hofkes, 2013. "Active Learning about Climate Change," Working Paper Series 6513, Department of Economics, University of Sussex Business School.
  16. Chase Coleman & Spencer Lyon & Lilia Maliar & Serguei Maliar, 2021. "Matlab, Python, Julia: What to Choose in Economics?," Computational Economics, Springer;Society for Computational Economics, vol. 58(4), pages 1263-1288, December.
  17. Richard Evans & Kerk Phillips, 2014. "OLG Life Cycle Model Transition Paths: Alternate Model Forecast Method," Computational Economics, Springer;Society for Computational Economics, vol. 43(1), pages 105-131, January.
  18. Guerra Vallejos, Ernesto & Bobenrieth Hochfarber, Eugenio & Bobenrieth Hochfarber, Juan & Wright, Brian D., 2021. "Solving dynamic stochastic models with multiple occasionally binding constraints," Economic Modelling, Elsevier, vol. 105(C).
  19. Elisa Faraglia & Albert Marcet & Rigas Oikonomou & Andrew Scott, 2019. "Government Debt Management: The Long and the Short of It," Review of Economic Studies, Oxford University Press, vol. 86(6), pages 2554-2604.
  20. Den Haan, Wouter J. & Kobielarz, Michal L. & Rendahl, Pontus, 2015. "Exact present solution with consistent future approximation: a gridless algorithm to solve stochastic dynamic models," LSE Research Online Documents on Economics 86278, London School of Economics and Political Science, LSE Library.
  21. In Chang Hwang & Richard S. J. Tol & Marjan W. Hofkes, 2019. "Active Learning and Optimal Climate Policy," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 73(4), pages 1237-1264, August.
  22. Marlon Azinovic & Jan v{Z}emliv{c}ka, 2023. "Economics-Inspired Neural Networks with Stabilizing Homotopies," Papers 2303.14802, arXiv.org.
  23. Kobielarz, Michal, 2018. "The economics of monetary unions," Other publications TiSEM b0293536-68ec-4905-bffd-6, Tilburg University, School of Economics and Management.
  24. Maliar, Lilia & Maliar, Serguei, 2022. "Deep learning classification: Modeling discrete labor choice," Journal of Economic Dynamics and Control, Elsevier, vol. 135(C).
  25. Timothy Hills & Taisuke Nakata & Takeki Sunakawa, 2021. "A Promised Value Approach to Optimal Monetary Policy," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(1), pages 176-198, February.
  26. Laurence Kotlikoff & Felix Kubler & Andrey Polbin & Simon Scheidegger, 2021. "Pareto-improving carbon-risk taxation [The environment and directed technical change]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 36(107), pages 551-589.
  27. Elisa Faraglia & Albert Marcet & Rigas Oikonomou & Andrew Scott, 2014. "Government Debt Management: The Long and the Short of It (Plus Appendix)," Working Papers 799, Barcelona School of Economics.
  28. Kopiec, Paweł, 2022. "The government spending multiplier in the Heterogeneous Agent New Keynesian model," European Economic Review, Elsevier, vol. 145(C).
  29. Jesús Fernández‐Villaverde & Oren Levintal, 2018. "Solution methods for models with rare disasters," Quantitative Economics, Econometric Society, vol. 9(2), pages 903-944, July.
  30. Julien Albertini & Stéphane Moyen, 2020. "A General and Efficient Method for Solving Regime-Switching DSGE Models," Working Papers halshs-03067554, HAL.
  31. Jasmina Hasanhodzic & Laurence J. Kotlikoff, 2013. "Generational Risk–Is It a Big Deal?: Simulating an 80-Period OLG Model with Aggregate Shocks," BYU Macroeconomics and Computational Laboratory Working Paper Series 2013-01, Brigham Young University, Department of Economics, BYU Macroeconomics and Computational Laboratory.
  32. Lilia Maliar & Serguei Maliar & Sébastien Villemot, 2013. "Taking Perturbation to the Accuracy Frontier: A Hybrid of Local and Global Solutions," Computational Economics, Springer;Society for Computational Economics, vol. 42(3), pages 307-325, October.
  33. Michael R. Springborn & Amanda Faig & Allison Dedrick & Marissa L. Baskett, 2020. "Beyond Biomass: Valuing Genetic Diversity in Natural Resource Management," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(2), pages 607-624, March.
  34. Zhou, Wei, 2015. "Three essays on modeling biofuel feedstock supply," ISU General Staff Papers 201501010800005728, Iowa State University, Department of Economics.
  35. Judd, Kenneth L. & Maliar, Lilia & Maliar, Serguei & Valero, Rafael, 2014. "Smolyak method for solving dynamic economic models: Lagrange interpolation, anisotropic grid and adaptive domain," Journal of Economic Dynamics and Control, Elsevier, vol. 44(C), pages 92-123.
  36. Rahul Nath, 2018. "Flexible Labour, Income Effects, and Asset Prices," Economics Series Working Papers 851, University of Oxford, Department of Economics.
  37. Fernández-Villaverde, J. & Rubio-Ramírez, J.F. & Schorfheide, F., 2016. "Solution and Estimation Methods for DSGE Models," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 527-724, Elsevier.
  38. Fernández-Villaverde, Jesús & Gordon, Grey & Guerrón-Quintana, Pablo & Rubio-Ramírez, Juan F., 2015. "Nonlinear adventures at the zero lower bound," Journal of Economic Dynamics and Control, Elsevier, vol. 57(C), pages 182-204.
  39. Dmitry Matveev, 2021. "Time‐Consistent Management of a Liquidity Trap with Government Debt," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(8), pages 2129-2165, December.
  40. Richard W. Evans & Kerk L. Phillips, 2018. "Advantages of an Ellipse when Modeling Leisure Utility," Computational Economics, Springer;Society for Computational Economics, vol. 51(3), pages 513-533, March.
  41. Jesper Lindé & Mathias Trabandt, 2018. "Should we use linearized models to calculate fiscal multipliers?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(7), pages 937-965, November.
  42. Kenneth L. Judd & Lilia Maliar & Serguei Maliar & Inna Tsener, 2017. "How to solve dynamic stochastic models computing expectations just once," Quantitative Economics, Econometric Society, vol. 8(3), pages 851-893, November.
  43. Christophe Gouel, 2013. "Comparing Numerical Methods for Solving the Competitive Storage Model," Computational Economics, Springer;Society for Computational Economics, vol. 41(2), pages 267-295, February.
  44. Manoj Atolia & John Gibson & Milton Marquis, 2019. "Moral Hazard in Lending and Labor Market Volatility," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(1), pages 79-109, February.
  45. Magnus Dahlquist & Ofer Setty & Roine Vestman, 2018. "On the Asset Allocation of a Default Pension Fund," Journal of Finance, American Finance Association, vol. 73(4), pages 1893-1936, August.
  46. Yongyang Cai & Kenneth L. Judd, 2023. "A simple but powerful simulated certainty equivalent approximation method for dynamic stochastic problems," Quantitative Economics, Econometric Society, vol. 14(2), pages 651-687, May.
  47. Ingholt, Marcus Mølbak, 2020. "Multiple credit constraints and timevarying macroeconomic dynamics," Working Paper 2020/10, Norges Bank.
  48. Hong Lan, 2018. "Comparing Solution Methods for DSGE Models with Labor Market Search," Computational Economics, Springer;Society for Computational Economics, vol. 51(1), pages 1-34, January.
  49. In Chang Hwang, 2017. "A Recursive Method for Solving a Climate–Economy Model: Value Function Iterations with Logarithmic Approximations," Computational Economics, Springer;Society for Computational Economics, vol. 50(1), pages 95-110, June.
  50. Laurence Kotlikoff, 2013. "The US Fiscal Cliff – When Economists Recklessly Endanger the Economy," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 14(2), pages 03-08, August.
  51. In Chang Hwang, 2016. "Active learning and optimal climate policy," EcoMod2016 9611, EcoMod.
  52. Nick Draper & André Nibbelink & Johannes Uhde, 2013. "An Assessment of Alternatives for the Dutch First Pension Pillar, The Design of Pension Schemes," CPB Discussion Paper 259, CPB Netherlands Bureau for Economic Policy Analysis.
  53. Hwang, In Chang & Reynès, Frédéric & Tol, Richard S.J., 2017. "The effect of learning on climate policy under fat-tailed risk," Resource and Energy Economics, Elsevier, vol. 48(C), pages 1-18.
  54. Vadym Lepetyuk & Lilia Maliar & Serguei Maliar, 2017. "Should Central Banks Worry About Nonlinearities of their Large-Scale Macroeconomic Models?," Staff Working Papers 17-21, Bank of Canada.
  55. Harding, Martín & Lindé, Jesper & Trabandt, Mathias, 2022. "Resolving the missing deflation puzzle," Journal of Monetary Economics, Elsevier, vol. 126(C), pages 15-34.
  56. Hong Lan & Alexander Meyer-Gohde, 2013. "Pruning in Perturbation DSGE Models - Guidance from Nonlinear Moving Average Approximations," SFB 649 Discussion Papers SFB649DP2013-024, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
  57. Yongyang Cai & Kenneth Judd, 2015. "Dynamic programming with Hermite approximation," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 81(3), pages 245-267, June.
  58. Maliar, Lilia & Maliar, Serguei & Winant, Pablo, 2021. "Deep learning for solving dynamic economic models," Journal of Monetary Economics, Elsevier, vol. 122(C), pages 76-101.
  59. Theodosios Dimopoulos & Stefano Sacchetto, 2014. "Merger Activity in Industry Equilibrium," GSIA Working Papers 2012-E47, Carnegie Mellon University, Tepper School of Business.
  60. Miftakhova, Alena & Judd, Kenneth L. & Lontzek, Thomas S. & Schmedders, Karl, 2020. "Statistical approximation of high-dimensional climate models," Journal of Econometrics, Elsevier, vol. 214(1), pages 67-80.
  61. Lan, Hong & Meyer-Gohde, Alexander, 2014. "Solvability of perturbation solutions in DSGE models," Journal of Economic Dynamics and Control, Elsevier, vol. 45(C), pages 366-388.
  62. Marlon Azinovic & Luca Gaegauf & Simon Scheidegger, 2022. "Deep Equilibrium Nets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(4), pages 1471-1525, November.
  63. Rossi, Stefano & Gulen, Huseyin & Ion, Mihai, 2019. "Credit Cycles, Expectations, and Corporate Investment," CEPR Discussion Papers 13679, C.E.P.R. Discussion Papers.
  64. Gary S. Anderson, 2018. "Reliably Computing Nonlinear Dynamic Stochastic Model Solutions: An Algorithm with Error Formulas," Finance and Economics Discussion Series 2018-070, Board of Governors of the Federal Reserve System (U.S.).
  65. Jasmina Hasanhodzic & Laurence J. Kotlikoff, 2017. "Valuing Government Obligations When Markets are Incomplete," NBER Working Papers 24092, National Bureau of Economic Research, Inc.
  66. Rahul Nath, 2020. "Epidemics: A Tale of Two Workers," Working Papers 32, Ashoka University, Department of Economics.
  67. Theodosios Dimopoulos & Stefano Sacchetto, "undated". "Technological Heterogeneity and Corporate Investment," GSIA Working Papers 2012-E48, Carnegie Mellon University, Tepper School of Business.
  68. Hwang, In Chang, 2014. "A recursive method for solving a climate-economy model: value function iterations with logarithmic approximations," MPRA Paper 54782, University Library of Munich, Germany.
  69. Hull, Isaiah, 2015. "Approximate dynamic programming with post-decision states as a solution method for dynamic economic models," Journal of Economic Dynamics and Control, Elsevier, vol. 55(C), pages 57-70.
  70. Kenneth L. Judd & Lilia Maliar & Serguei Maliar, 2014. "Lower Bounds on Approximation Errors: Testing the Hypothesis That a Numerical Solution Is Accurate?," BYU Macroeconomics and Computational Laboratory Working Paper Series 2014-06, Brigham Young University, Department of Economics, BYU Macroeconomics and Computational Laboratory.
  71. Nick Draper & André Nibbelink & Johannes Uhde, 2015. "An Assessment of Alternatives for the Dutch First Pension Pillar System," De Economist, Springer, vol. 163(3), pages 281-302, September.
  72. Yasuo Hirose & Takeki Sunakawa, 2019. "Review of Solution and Estimation Methods for Nonlinear Dynamic Stochastic General Equilibrium Models with the Zero Lower Bound," The Japanese Economic Review, Springer, vol. 70(1), pages 51-104, March.
  73. Shaw, Philip, 2014. "A nonparametric approach to solving a simple one-sector stochastic growth model," Economics Letters, Elsevier, vol. 125(3), pages 447-450.
  74. Laurence J. Kotlikoff, 2016. "Pension System Solvency – From Linguistics to Economics," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 152(II), pages 83-102, June.
  75. Atolia, Manoj & Gibson, John & Marquis, Milton, 2018. "Asymmetry And The Amplitude Of Business Cycle Fluctuations: A Quantitative Investigation Of The Role Of Financial Frictions," Macroeconomic Dynamics, Cambridge University Press, vol. 22(2), pages 279-306, March.
  76. Laurence J. Kotlikoff, 2016. "Pension System Solvency — From Linguistics to Economics," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 152(2), pages 83-102, April.
  77. Manoj Atolia & John Gibson & Milton Marquis, 2018. "Labor Market Volatility in the RBC Search Model: A Look at Hagedorn and Manovskii’s Calibration," Computational Economics, Springer;Society for Computational Economics, vol. 52(2), pages 583-602, August.
  78. Dan Cao & Wenlan Luo & Guangyu Nie, 2023. "Global GDSGE Models," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 51, pages 199-225, December.
  79. Harold Doran, 2023. "A Collection of Numerical Recipes Useful for Building Scalable Psychometric Applications," Journal of Educational and Behavioral Statistics, , vol. 48(1), pages 37-69, February.
  80. Kuusi Tero, 2018. "Output Gap Uncertainty and the Optimal Fiscal Policy in the EU," Review of Economics, De Gruyter, vol. 69(2), pages 111-146, August.
  81. Anmol Bhandari & David Evans & Mikhail Golosov & Thomas J. Sargent, 2013. "Taxes, Debts, and Redistributions with Aggregate Shocks," NBER Working Papers 19470, National Bureau of Economic Research, Inc.
  82. Laurence Kotlikoff, 2013. "The US Fiscal Cliff – When Economists Recklessly Endanger the Economy," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 14(02), pages 03-08, August.
  83. Wouter den Haan & Michal Kobielarz & Pontus Rendahl, 2015. "Exact Present Solution with Consistent Future Approximation: A Gridless Algorithm to Solve Stochastic Dynamic Models," Discussion Papers 1536, Centre for Macroeconomics (CFM).
  84. Jeremy Greenwood & Ricardo Marto, 2022. "Numerical Methods for Macroeconomists," Economie d'Avant Garde Research Reports 36, Economie d'Avant Garde.
  85. Hwang, In Chang & Tol, Richard S.J. & Hofkes, Marjan W., 2016. "Fat-tailed risk about climate change and climate policy," Energy Policy, Elsevier, vol. 89(C), pages 25-35.
  86. Dmitriev, Alexandre, 2017. "Composite habits and international transmission of business cycles," Journal of Economic Dynamics and Control, Elsevier, vol. 76(C), pages 1-34.
  87. Serguei Maliar & John Taylor & Lilia Maliar, 2016. "The Impact of Alternative Transitions to Normalized Monetary Policy," 2016 Meeting Papers 794, Society for Economic Dynamics.
  88. Den Haan, Wouter J. & Kobielarz, Michal L. & Rendahl, Pontus, 2015. "Exact present solution with consistent future approximation: a gridless algorithm to solve stochastic dynamic models," LSE Research Online Documents on Economics 86248, London School of Economics and Political Science, LSE Library.
  89. Jasmina Hasanhodzic & Laurence J. Kotlikoff, 2019. "Valuing Government Obligations When Markets Are Incomplete," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(7), pages 1815-1855, October.
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