Estimating Dynamic Equilibrium Models with Stochastic Volatility
AbstractWe propose a novel method to estimate dynamic equilibrium models with stochastic volatility. First, we characterize the properties of the solution to this class of models. Second, we take advantage of the results about the structure of the solution to build a sequential Monte Carlo algorithm to evaluate the likelihood function of the model. The approach, which exploits the profusion of shocks in stochastic volatility models, is versatile and computationally tractable even in large-scale models, such as those often employed by policy-making institutions. As an application, we use our algorithm and Bayesian methods to estimate a business cycle model of the U.S. economy with both stochastic volatility and parameter drifting in monetary policy. Our application shows the importance of stochastic volatility in accounting for the dynamics of the data.
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Date of creation: Sep 2012
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- Jesus Fernandez-Villaverde & Pablo Guerrón-Quintana & Juan F. Rubio-Ramírez, 2013. "Estimating Dynamic Equilibrium Models with Stochastic Volatility," PIER Working Paper Archive 13-036, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
- Fernández-Villaverde, Jesús & Guerron-Quintana, Pablo A. & Rubio-Ramírez, Juan Francisco, 2012. "Estimating Dynamic Equilibrium Models with Stochastic Volatility," CEPR Discussion Papers 9130, C.E.P.R. Discussion Papers.
- Jesús Fernández-Villaverde & Pablo Guerrón-Quintana & Juan F. Rubio-Ramírez, 2013. "Estimating dynamic equilibrium models with stochastic volatility," Working Papers 13-19, Federal Reserve Bank of Philadelphia.
- C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
- E30 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - General (includes Measurement and Data)
This paper has been announced in the following NEP Reports:
- NEP-ALL-2012-09-22 (All new papers)
- NEP-CMP-2012-09-22 (Computational Economics)
- NEP-DGE-2012-09-22 (Dynamic General Equilibrium)
- NEP-ECM-2012-09-22 (Econometrics)
- NEP-ETS-2012-09-22 (Econometric Time Series)
- NEP-ORE-2012-09-22 (Operations Research)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Daniel McFadden, 1987.
"A Method of Simulated Moments for Estimation of Discrete Response Models Without Numerical Integration,"
464, Massachusetts Institute of Technology (MIT), Department of Economics.
- 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.
- Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
- Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-57, September.
- Christopher A. Sims & Tao Zha, 2004.
"Were there regime switches in U.S. monetary policy?,"
2004-14, Federal Reserve Bank of Atlanta.
- Christopher A. Sims & Tao Zha, 2006. "Were There Regime Switches in U.S. Monetary Policy?," American Economic Review, American Economic Association, vol. 96(1), pages 54-81, March.
- Christopher A. Sims & Tao Zha, 2005. "Were There Regime Switches in U.S. Monetary Policy?," Working Papers 110sims.pdf, Princeton University, Department of Economics, Center for Economic Policy Studies..
- Kristoffer Nimark, 2012.
"Man-bites-dog business cycles,"
2012 Meeting Papers
127, Society for Economic Dynamics.
- Kristoffer Nimark, 2013. "Man-Bites-Dog Business Cycle," Working Papers 700, Barcelona Graduate School of Economics.
- Kristoffer Nimark, 2011. "Man-bites-dog business cycles," Economics Working Papers 1341, Department of Economics and Business, Universitat Pompeu Fabra, revised Jun 2013.
- Nimark, Kristoffer P, 2013. "Man-bites-dog Business Cycles," CEPR Discussion Papers 9517, C.E.P.R. Discussion Papers.
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