Fast Simulation-Based Bayesian Estimation of Heterogeneous and Representative Agent Models using Normalizing Flow Neural Networks
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- Christopher L. House & John V. Leahy, 2004.
"An sS Model with Adverse Selection,"
Journal of Political Economy, University of Chicago Press, vol. 112(3), pages 581-614, June.
- Christopher L. House & John V. Leahy, 2000. "An sS Model with Adverse Selection," NBER Working Papers 8030, National Bureau of Economic Research, Inc.
- Caballero, Ricardo J. & Engel, Eduardo M.R.A., 2007.
"Price stickiness in Ss models: New interpretations of old results,"
Journal of Monetary Economics, Elsevier, vol. 54(Supplemen), pages 100-121, September.
- Eduardo Engel & Ricardo Caballero, 2007. "Price stickiness in Ss models: new interpretations for old results," 2007 Meeting Papers 903, Society for Economic Dynamics.
- Ricardo J. Caballero & Eduardo M.R.A. Engel, 2007. "Price Stickiness in Ss Models: New Interpretations of Old Results," Cowles Foundation Discussion Papers 1603, Cowles Foundation for Research in Economics, Yale University.
- Caballero, Ricardo J. & Engel, Eduardo M.R.A., 2007. "Price Stickiness in Ss Models: New Interpretations of Old Results," Center Discussion Papers 28423, Yale University, Economic Growth Center.
- Ricardo J. Caballero & Eduardo M.R.A. Engel, 2007. "Price Stickiness in Ss Models: New Interpretations of Old Results," Working Papers 952, Economic Growth Center, Yale University.
- Ricardo J. Caballero & Eduardo M.R.A. Engel, 2007. "Price Stickiness in Ss Models: New Interpretations of Old Results," NBER Working Papers 12945, National Bureau of Economic Research, Inc.
- Ricardo J. Caballero & Eduardo M.R.A. Engel, 2007. "Price Stickiness in Ss Models: New Interpretations of Old Results," Levine's Bibliography 321307000000000856, UCLA Department of Economics.
- Smith, A A, Jr, 1993. "Estimating Nonlinear Time-Series Models Using Simulated Vector Autoregressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 8(S), pages 63-84, Suppl. De.
- SeHyoun Ahn & Greg Kaplan & Benjamin Moll & Thomas Winberry & Christian Wolf, 2018.
"When Inequality Matters for Macro and Macro Matters for Inequality,"
NBER Macroeconomics Annual, University of Chicago Press, vol. 32(1), pages 1-75.
- SeHyoun Ahn & Greg Kaplan & Benjamin Moll & Thomas Winberry & Christian Wolf, 2017. "When Inequality Matters for Macro and Macro Matters for Inequality," NBER Chapters, in: NBER Macroeconomics Annual 2017, volume 32, pages 1-75, National Bureau of Economic Research, Inc.
- Moll, Benjamin & Wolf, Christian & Ahn, SeHyoun & Kaplan, Greg & Winberry, Thomas, 2017. "When Inequality Matters for Macro and Macro Matters for Inequality," CEPR Discussion Papers 12123, C.E.P.R. Discussion Papers.
- SeHyoun Ahn & Greg Kaplan & Benjamin Moll & Thomas Winberry & Christian Wolf, 2017. "When Inequality Matters for Macro and Macro Matters for Inequality," CESifo Working Paper Series 6581, CESifo.
- Thomas Winberry & Benjamin Moll & Greg Kaplan, 2017. "When Inequality Matters for Macro and Macro Matters for Inequality," 2017 Meeting Papers 483, Society for Economic Dynamics.
- SeHyoun Ahn & Greg Kaplan & Benjamin Moll & Thomas Winberry & Christian Wolf, 2017. "When Inequality Matters for Macro and Macro Matters for Inequality," NBER Working Papers 23494, National Bureau of Economic Research, Inc.
- Kristensen, Dennis & Shin, Yongseok, 2012.
"Estimation of dynamic models with nonparametric simulated maximum likelihood,"
Journal of Econometrics, Elsevier, vol. 167(1), pages 76-94.
- Dennis Kristensen & Yongseok Shin, 2008. "Estimation of Dynamic Models with Nonparametric Simulated Maximum Likelihood," CREATES Research Papers 2008-58, Department of Economics and Business Economics, Aarhus University.
- Duffie, Darrell & Singleton, Kenneth J, 1993.
"Simulated Moments Estimation of Markov Models of Asset Prices,"
Econometrica, Econometric Society, vol. 61(4), pages 929-952, July.
- Darrell Duffie & Kenneth J. Singleton, 1990. "Simulated Moments Estimation of Markov Models of Asset Prices," NBER Technical Working Papers 0087, National Bureau of Economic Research, Inc.
- Frank Smets & Rafael Wouters, 2007.
"Shocks and Frictions in US Business Cycles: A Bayesian DSGE Approach,"
American Economic Review, American Economic Association, vol. 97(3), pages 586-606, June.
- Smets, Frank & Wouters, Raf, 2007. "Shocks and frictions in US business cycles: a Bayesian DSGE approach," Working Paper Series 722, European Central Bank.
- Smets, Frank & Wouters, Rafael, 2007. "Shocks and Frictions in US Business Cycles: A Bayesian DSGE Approach," CEPR Discussion Papers 6112, C.E.P.R. Discussion Papers.
- Frank Smets & Raf Wouters, 2007. "Shocks and Frictions in US Business Cycles : a Bayesian DSGE Approach," Working Paper Research 109, National Bank of Belgium.
- Cecilia R. Caglio & R. Matthew Darst & Ṣebnem Kalemli-Özcan, 2021. "Collateral Heterogeneity and Monetary Policy Transmission: Evidence from Loans to SMEs and Large Firms," NBER Working Papers 28685, National Bureau of Economic Research, Inc.
- Christopher A. Hennessy & Toni M. Whited, 2007. "How Costly Is External Financing? Evidence from a Structural Estimation," Journal of Finance, American Finance Association, vol. 62(4), pages 1705-1745, August.
- Adrien Auclert & Bence Bardóczy & Matthew Rognlie & Ludwig Straub, 2021.
"Using the Sequence‐Space Jacobian to Solve and Estimate Heterogeneous‐Agent Models,"
Econometrica, Econometric Society, vol. 89(5), pages 2375-2408, September.
- Adrien Auclert & Bence Bardóczy & Matthew Rognlie & Ludwig Straub, 2019. "Using the Sequence-Space Jacobian to Solve and Estimate Heterogeneous-Agent Models," NBER Working Papers 26123, National Bureau of Economic Research, Inc.
- Auclert, Adrien & Bardoczy, Bence & Rognlie, Matthew & Straub, Ludwig, 2019. "Using the Sequence-Space Jacobian to Solve and Estimate Heterogeneous-Agent Models," CEPR Discussion Papers 13890, C.E.P.R. Discussion Papers.
- McFadden, Daniel, 1989.
"A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration,"
Econometrica, Econometric Society, vol. 57(5), pages 995-1026, September.
- Daniel McFadden, 1987. "A Method of Simulated Moments for Estimation of Discrete Response Models Without Numerical Integration," Working papers 464, Massachusetts Institute of Technology (MIT), Department of Economics.
- Keane, Michael P & Wolpin, Kenneth I, 1994.
"The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence,"
The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 648-672, November.
- Michael P. Keane & Kenneth I. Wolpin, 1994. "The solution and estimation of discrete choice dynamic programming models by simulation and interpolation: Monte Carlo evidence," Staff Report 181, Federal Reserve Bank of Minneapolis.
- Peter Haan & Arne Uhlendorff, 2006.
"Estimation of multinomial logit models with unobserved heterogeneity using maximum simulated likelihood,"
Stata Journal, StataCorp LP, vol. 6(2), pages 229-245, June.
- Peter Haan & Arne Uhlendorff, 2006. "Estimation of Multinomial Logit Models with Unobserved Heterogeneity Using Maximum Simulated Likelihood," Discussion Papers of DIW Berlin 573, DIW Berlin, German Institute for Economic Research.
- Gallant, A. Ronald & Tauchen, George, 1996.
"Which Moments to Match?,"
Econometric Theory, Cambridge University Press, vol. 12(4), pages 657-681, October.
- Tauchen, George E. & Gallant, A. Ronald, 1995. "Which Moments to Match," Working Papers 95-20, Duke University, Department of Economics.
- Wenbin Chen & Shi-Zhuan Han & Jie Li & Tianhang Zhou, 2021. "The SOE Channel of Monetary Policy Transmission: Evidence from China's Economic Stimulus Package," Asian Economic Papers, MIT Press, vol. 20(3), pages 73-93, Fall.
- Stephen J. Terry, 2017. "Alternative Methods for Solving Heterogeneous Firm Models," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(6), pages 1081-1111, September.
- repec:zbw:bofitp:2021_015 is not listed on IDEAS
- Robert J. DiNapoli & Enrico R. Crema & Carl P. Lipo & Timothy M. Rieth & Terry L. Hunt, 2021. "Approximate Bayesian Computation of radiocarbon and paleoenvironmental record shows population resilience on Rapa Nui (Easter Island)," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
- Thomas Winberry, 2018. "A method for solving and estimating heterogeneous agent macro models," Quantitative Economics, Econometric Society, vol. 9(3), pages 1123-1151, November.
- Flury, Thomas & Shephard, Neil, 2011.
"Bayesian Inference Based Only On Simulated Likelihood: Particle Filter Analysis Of Dynamic Economic Models,"
Econometric Theory, Cambridge University Press, vol. 27(5), pages 933-956, October.
- Thomas Flury & Neil Shephard, 2008. "Bayesian inference based only on simulated likelihood: particle filter analysis of dynamic economic models," OFRC Working Papers Series 2008fe32, Oxford Financial Research Centre.
- Carrasco, Marine & Chernov, Mikhail & Florens, Jean-Pierre & Ghysels, Eric, 2007. "Efficient estimation of general dynamic models with a continuum of moment conditions," Journal of Econometrics, Elsevier, vol. 140(2), pages 529-573, October.
- Taylor, Lucian A., 2013. "CEO wage dynamics: Estimates from a learning model," Journal of Financial Economics, Elsevier, vol. 108(1), pages 79-98.
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Cited by:
- Ramis Khabibullin & Sergei Seleznev, 2022.
"Fast Estimation of Bayesian State Space Models Using Amortized Simulation-Based Inference,"
Papers
2210.07154, arXiv.org.
- Ramis Khabibullin & Sergei Seleznev, 2022. "Fast Estimation of Bayesian State Space Models Using Amortized Simulation-Based Inference," Bank of Russia Working Paper Series wps104, Bank of Russia.
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