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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Bibliographic InfoPaper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 9130.
Date of creation: Sep 2012
Date of revision:
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Other versions of this item:
- 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.
- Jesus Fernandez-Villaverde & Pablo A. Guerrón-Quintana & Juan Rubio-Ramírez, 2012. "Estimating Dynamic Equilibrium Models with Stochastic Volatility," NBER Working Papers 18399, National Bureau of Economic Research, Inc.
- 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.
- Jesús Fernández-Villaverde & Pablo Guerrón-Quintana & Juan Rubio-Ramirez, 2013. "Estimating Dynamic Equilibrium Models with Stochastic Volatility," Working Papers 2013-23, FEDEA.
- C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
- E10 - Macroeconomics and Monetary Economics - - General Aggregative Models - - - 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-2012-09-30 (All new papers)
- NEP-DGE-2012-09-30 (Dynamic General Equilibrium)
- NEP-ETS-2012-09-30 (Econometric Time Series)
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.:
- McFadden, Daniel, 1989.
"A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration,"
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.
- Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-57, 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.
- Christopher A. Sims & Tao Zha, 2005.
"Were There Regime Switches in U.S. Monetary Policy?,"
92, Princeton University, Department of Economics, Center for Economic Policy Studies..
- 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, 2004. "Were there regime switches in U.S. monetary policy?," Working Paper 2004-14, Federal Reserve Bank of Atlanta.
- Kristoffer Nimark, 2011.
"Man-bites-dog business cycles,"
Economics Working Papers
1341, Department of Economics and Business, Universitat Pompeu Fabra, revised Dec 2013.
- Kristoffer Nimark, 2013. "Man-Bites-Dog Business Cycle," Working Papers 700, Barcelona Graduate School of Economics.
- Kristoffer Nimark, 2012. "Man-bites-dog business cycles," 2012 Meeting Papers 127, Society for Economic Dynamics.
- Nimark, Kristoffer P, 2013. "Man-bites-dog Business Cycles," CEPR Discussion Papers 9517, C.E.P.R. Discussion Papers.
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