Indirect inference methods for stochastic volatility models based on non-Gaussian Ornstein–Uhlenbeck processes
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DOI: 10.1016/j.csda.2011.01.014
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- Andersen T. G & Bollerslev T. & Diebold F. X & Labys P., 2001. "The Distribution of Realized Exchange Rate Volatility," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 42-55, March.
- Drost, Feike C & Nijman, Theo E, 1993.
"Temporal Aggregation of GARCH Processes,"
Econometrica, Econometric Society, vol. 61(4), pages 909-927, July.
- Drost, F.C. & Nijman, T.E., 1990. "Temporal Aggregation Of Garch Processes," Papers 9066, Tilburg - Center for Economic Research.
- Drost, F.C. & Nijman, T.E., 1992. "Temporal aggregation of GARCH processes," Discussion Paper 1992-40, Tilburg University, Center for Economic Research.
- Drost, F.C. & Nijman, T.E., 1992. "Temporal aggregation of GARCH processes," Other publications TiSEM afe8fdcf-5f83-44b5-8da3-5, Tilburg University, School of Economics and Management.
- Drost, F.C. & Nijman, T.E., 1992. "Temporal Aggregation of Garch Processes," Papers 9240, Tilburg - Center for Economic Research.
- Drost, F.C. & Nijman, T.E., 1993. "Temporal aggregation of GARCH processes," Other publications TiSEM 0642fb61-c7f4-4281-b484-4, Tilburg University, School of Economics and Management.
- Drost, F.C. & Nijman, T.E., 1990. "Temporal aggregation of GARCH processes," Other publications TiSEM 929bb665-083a-4d60-906d-e, Tilburg University, School of Economics and Management.
- Drost, F.C. & Nijman, T.E., 1994. "Temporal aggregation of GARCH processes," Other publications TiSEM b6718003-2fa5-43bb-a690-d, Tilburg University, School of Economics and Management.
- Drost, F.C. & Nijman, T.E., 1990. "Temporal aggregation of GARCH processes," Discussion Paper 1990-66, Tilburg University, Center for Economic Research.
- Gourieroux, C & Monfort, A & Renault, E, 1993.
"Indirect Inference,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 8(S), pages 85-118, Suppl. De.
- Gourieroux, C. & Monfort, A. & Renault, E., 1992. "Indirect Inference," Papers 92.279, Toulouse - GREMAQ.
- Richard Meese & Kenneth Rogoff, 1983.
"The Out-of-Sample Failure of Empirical Exchange Rate Models: Sampling Error or Misspecification?,"
NBER Chapters, in: Exchange Rates and International Macroeconomics, pages 67-112,
National Bureau of Economic Research, Inc.
- Richard Meese & Kenneth Rogoff & Jacob Frenkel, "undated". "The Out-of-Sample Failure of Empirical Exchange Rate Models: Sampling Error or Misspecification?," Working Paper 32044, Harvard University OpenScholar.
- Richard Meese & Kenneth S. Rogoff, 1982. "The out-of-sample failure of empirical exchange rate models: sampling error or misspecification?," International Finance Discussion Papers 204, Board of Governors of the Federal Reserve System (U.S.).
- Giorgio Calzolari & Francesca Di Iorio & Gabriele Fiorentini, 1998.
"Control variates for variance reduction in indirect inference: Interest rate models in continuous time,"
Econometrics Journal, Royal Economic Society, vol. 1(Conferenc), pages 100-112.
- Calzolari, Giorgio & Di Iorio, Francesca & Fiorentini, Gabriele, 1996. "Control variates for variance reduction in indirect inference: interest rate models in continuous time," MPRA Paper 23160, University Library of Munich, Germany, revised Nov 1996.
- Gabriele Fiorentini & Francesca Di Iorio & Giorgio Calzolari, 1998. "- Control Variates For Variance Reduction In Indirect Inference: Interest Rate Models In Continuous Time," Working Papers. Serie AD 1998-09, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
- Broze, Laurence & Scaillet, Olivier & Zakoïan, Jean-Michel, 1998.
"Quasi-Indirect Inference For Diffusion Processes,"
Econometric Theory, Cambridge University Press, vol. 14(2), pages 161-186, April.
- BROZE, Laurence & SCAILLET, Olivier & ZAKOIAN, Jean-Michel, 1995. "Quasi Indirect Inference for Diffusion Processes," LIDAM Discussion Papers CORE 1995005, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- BROZE, Laurence & SCAILLET, Olivier & ZAKOIAN, Jean-Michel, 1998. "Quasi-indirect inference for diffusion processes," LIDAM Reprints CORE 1327, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Ole E. Barndorff‐Nielsen & Neil Shephard, 2002.
"Econometric analysis of realized volatility and its use in estimating stochastic volatility models,"
Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(2), pages 253-280, May.
- Ole E. Barndorff-Nielsen & Neil Shephard, 2000. "Econometric analysis of realised volatility and its use in estimating stochastic volatility models," Economics Papers 2001-W4, Economics Group, Nuffield College, University of Oxford, revised 05 Jul 2001.
- Neil Shephard & Ole E. Barndorff-Nielsen & University of Aarhus, 2001. "Econometric Analysis of Realised Volatility and Its Use in Estimating Stochastic Volatility Models," Economics Series Working Papers 71, University of Oxford, Department of Economics.
- Diebold, Francis X & Nerlove, Marc, 1989.
"The Dynamics of Exchange Rate Volatility: A Multivariate Latent Factor Arch Model,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(1), pages 1-21, Jan.-Mar..
- Francis X. Diebold & Marc Nerlove, 1986. "The dynamics of exchange rate volatility: a multivariate latent factor ARCH model," Special Studies Papers 205, Board of Governors of the Federal Reserve System (U.S.).
- Griffin, J.E. & Steel, M.F.J., 2010.
"Bayesian inference with stochastic volatility models using continuous superpositions of non-Gaussian Ornstein-Uhlenbeck processes,"
Computational Statistics & Data Analysis, Elsevier, vol. 54(11), pages 2594-2608, November.
- Griffin, Jim & Steel, Mark F.J., 2008. "Bayesian inference with stochastic volatility models using continuous superpositions of non-Gaussian Ornstein-Uhlenbeck processes," MPRA Paper 11071, University Library of Munich, Germany.
- Elisa Nicolato & Emmanouil Venardos, 2003. "Option Pricing in Stochastic Volatility Models of the Ornstein‐Uhlenbeck type," Mathematical Finance, Wiley Blackwell, vol. 13(4), pages 445-466, October.
- 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.
- Taufer, Emanuele & Leonenko, Nikolai, 2009.
"Simulation of Lvy-driven Ornstein-Uhlenbeck processes with given marginal distribution,"
Computational Statistics & Data Analysis, Elsevier, vol. 53(6), pages 2427-2437, April.
- Emanuele Taufer & Nikolai Leonenko, 2007. "Simulation of Lévy-driven Ornstein-Uhlenbeck processes with given marginal distribution," Quaderni DISA 123, Department of Computer and Management Sciences, University of Trento, Italy, revised 23 May 2007.
- Griffin, J.E. & Steel, M.F.J., 2006.
"Inference with non-Gaussian Ornstein-Uhlenbeck processes for stochastic volatility,"
Journal of Econometrics, Elsevier, vol. 134(2), pages 605-644, October.
- James E. Griffin & Mark F.J. Steel, 2002. "Inference With Non-Gaussian Ornstein-Uhlenbeck Processes for Stochastic Volatility," Econometrics 0201002, University Library of Munich, Germany, revised 04 Apr 2003.
- Knut Heggland & Arnoldo Frigessi, 2004. "Estimating functions in indirect inference," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 66(2), pages 447-462, May.
- Andersen, Torben G. & Lund, Jesper, 1997. "Estimating continuous-time stochastic volatility models of the short-term interest rate," Journal of Econometrics, Elsevier, vol. 77(2), pages 343-377, April.
- Andrew Harvey & Esther Ruiz & Neil Shephard, 1994. "Multivariate Stochastic Variance Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(2), pages 247-264.
- Ole E. Barndorff‐Nielsen & Neil Shephard, 2003. "Integrated OU Processes and Non‐Gaussian OU‐based Stochastic Volatility Models," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 30(2), pages 277-295, June.
- Pastorello, Sergio & Renault, Eric & Touzi, Nizar, 2000.
"Statistical Inference for Random-Variance Option Pricing,"
Journal of Business & Economic Statistics, American Statistical Association, vol. 18(3), pages 358-367, July.
- Pastorello, S. & Renault, E. & Touzi, N., 1995. "Statistical Inference for Random Variance Option Pricing," Papers 95.403, Toulouse - GREMAQ.
- S, Pastorello & E, Renault & N, Touzi, 1997. "Statistical Inference for Random Variance Option Pricing," Working Papers 97-60, Center for Research in Economics and Statistics.
- Nelson, Daniel B & Foster, Dean P, 1994.
"Asymptotic Filtering Theory for Univariate ARCH Models,"
Econometrica, Econometric Society, vol. 62(1), pages 1-41, January.
- Daniel B. Nelson & Dean P. Foster, 1994. "Asypmtotic Filtering Theory for Univariate Arch Models," NBER Technical Working Papers 0129, National Bureau of Economic Research, Inc.
- Ole E. Barndorff‐Nielsen & Neil Shephard, 2001. "Non‐Gaussian Ornstein–Uhlenbeck‐based models and some of their uses in financial economics," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 63(2), pages 167-241.
- Shephard, Neil (ed.), 2005. "Stochastic Volatility: Selected Readings," OUP Catalogue, Oxford University Press, number 9780199257201.
- MacDonald, Ronald, 1999. "Exchange Rate Behaviour: Are Fundamentals Important?," Economic Journal, Royal Economic Society, vol. 109(459), pages 673-691, November.
- Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
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- Yijie Peng & Michael C. Fu & Jian-Qiang Hu, 2016. "Gradient-based simulated maximum likelihood estimation for stochastic volatility models using characteristic functions," Quantitative Finance, Taylor & Francis Journals, vol. 16(9), pages 1393-1411, September.
- Rolf Golombek & Arvid Raknerud, 2012.
"Exit dynamics of start-up firms. Does profit matter?,"
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- Rolf Golombek & Arvid Raknerud, 2015. "Exit Dynamics of Start-up Firms: Does Profit Matter?," CESifo Working Paper Series 5172, CESifo.
- Philipp Eisenhauer & James J. Heckman & Stefano Mosso, 2015.
"Estimation Of Dynamic Discrete Choice Models By Maximum Likelihood And The Simulated Method Of Moments,"
International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(2), pages 331-357, May.
- Phillipp Eisenhauer & James J. Heckman & Stefano Mosso, 2014. "Estimation of Dynamic Discrete Choice Models by Maximum Likelihood and the Simulated Method of Moments," NBER Working Papers 20622, National Bureau of Economic Research, Inc.
- Eisenhauer, Philipp & Heckman, James J., 2014. "Estimation of dynamic discrete choice models by maximum likelihood and the simulated method of moments," ZEW Discussion Papers 14-081, ZEW - Leibniz Centre for European Economic Research.
- Eisenhauer, Philipp & Heckman, James J. & Mosso, Stefano, 2014. "Estimation of Dynamic Discrete Choice Models by Maximum Likelihood and the Simulated Method of Moments," IZA Discussion Papers 8548, Institute of Labor Economics (IZA).
- Golombek, Rolf & Raknerud, Arvid, 2018. "Exit dynamics of start-up firms: Structural estimation using indirect inference," Journal of Econometrics, Elsevier, vol. 205(1), pages 204-225.
- Stojanović, Vladica S. & Popović, Biljana Č. & Milovanović, Gradimir V., 2016. "The Split-SV model," Computational Statistics & Data Analysis, Elsevier, vol. 100(C), pages 560-581.
- Szczepocki Piotr, 2020. "Application of iterated filtering to stochastic volatility models based on non-Gaussian Ornstein-Uhlenbeck process," Statistics in Transition New Series, Polish Statistical Association, vol. 21(2), pages 173-187, June.
- Piotr Szczepocki, 2020. "Application of iterated filtering to stochastic volatility models based on non-Gaussian Ornstein-Uhlenbeck process," Statistics in Transition New Series, Polish Statistical Association, vol. 21(2), pages 173-187, June.
- Kleppe, Tore Selland & Skaug, Hans Julius, 2012. "Fitting general stochastic volatility models using Laplace accelerated sequential importance sampling," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3105-3119.
- Richard A. Davis & Thiago do Rêgo Sousa & Claudia Klüppelberg, 2021. "Indirect inference for time series using the empirical characteristic function and control variates," Journal of Time Series Analysis, Wiley Blackwell, vol. 42(5-6), pages 653-684, September.
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Keywords
Indirect inference; Quasi-likelihood estimation; Stochastic volatility model; Ornstein-Uhlenbeck process; Asymptotic variance; Exchange rate data; Simulation study;
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