Periodically homogeneous Markov chains: The discrete state space case
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- Christian Francq & Michel Roussignol & Jean‐Michel Zakoian, 2001.
"Conditional Heteroskedasticity Driven by Hidden Markov Chains,"
Journal of Time Series Analysis, Wiley Blackwell, vol. 22(2), pages 197-220, March.
- Christian Francq & Michel Roussignol & Jean-Michel Zakoïan, 1998. "Conditional Heteroskedasticity Driven by Hidden Markov Chains," Working Papers 98-45, Center for Research in Economics and Statistics.
- Francq, Christian & Roussignol, Michel & Zakoian, Jean-Michel, 1998. "Conditional heteroskedasticity driven by hidden Markov chains," SFB 373 Discussion Papers 1998,86, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
- Bollerslev, Tim & Ghysels, Eric, 1996.
"Periodic Autoregressive Conditional Heteroscedasticity,"
Journal of Business & Economic Statistics, American Statistical Association, vol. 14(2), pages 139-151, April.
- Bollerslev, T. & Ghysels, E., 1994. "Periodic Autoregressive Conditional Heteroskedasticity," Cahiers de recherche 9408, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- Bollerslev, T. & Ghysels, E., 1994. "Periodic Autoregressive Conditional Heteroskedasticity," Cahiers de recherche 9408, Universite de Montreal, Departement de sciences economiques.
- Aknouche, Abdelhakim & Francq, Christian, 2021.
"Count And Duration Time Series With Equal Conditional Stochastic And Mean Orders,"
Econometric Theory, Cambridge University Press, vol. 37(2), pages 248-280, April.
- Aknouche, Abdelhakim & Francq, Christian, 2018. "Count and duration time series with equal conditional stochastic and mean orders," MPRA Paper 90838, University Library of Munich, Germany.
- Abdelhakim Aknouche & Christian Francq, 2022.
"Stationarity and ergodicity of Markov switching positive conditional mean models,"
Journal of Time Series Analysis, Wiley Blackwell, vol. 43(3), pages 436-459, May.
- Aknouche, Abdelhakim & Francq, Christian, 2020. "Stationarity and ergodicity of Markov switching positive conditional mean models," MPRA Paper 102503, University Library of Munich, Germany.
- Yao, J., 2001. "On square-integrability of an AR process with Markov switching," Statistics & Probability Letters, Elsevier, vol. 52(3), pages 265-270, April.
- Franc Klaassen, 2002. "Improving GARCH volatility forecasts with regime-switching GARCH," Empirical Economics, Springer, vol. 27(2), pages 363-394.
- Markus Haas, 2004. "A New Approach to Markov-Switching GARCH Models," Journal of Financial Econometrics, Oxford University Press, vol. 2(4), pages 493-530.
- Abdelouahab Bibi & Abdelhakim Aknouche, 2010. "Yule–Walker type estimators in periodic bilinear models: strong consistency and asymptotic normality," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 19(1), pages 1-30, March.
- Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
- Eric Ghysels & Robert E. McCulloch & Ruey S. Tsay, 1998.
"Bayesian inference for periodic regime-switching models,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(2), pages 129-143.
- Eric Ghysels & Robert E. McCulloch & Ruey S. Tsay, 1994. "Bayesian Inference for Periodic Regime-Switching Models," CIRANO Working Papers 94s-15, CIRANO.
- Jens Ove Riis, 1965. "Discounted Markov Programming in a Periodic Process," Operations Research, INFORMS, vol. 13(6), pages 920-929, December.
- Hamilton, James D., 1990. "Analysis of time series subject to changes in regime," Journal of Econometrics, Elsevier, vol. 45(1-2), pages 39-70.
- Abdelhakim Aknouche & Nadia Rabehi, 2010. "On an independent and identically distributed mixture bilinear time‐series model," Journal of Time Series Analysis, Wiley Blackwell, vol. 31(2), pages 113-131, March.
- Ghysels, Eric, 2000. "Time-Series Model With Periodic Stochastic Regime Switching," Macroeconomic Dynamics, Cambridge University Press, vol. 4(4), pages 467-486, December.
- Abdelhakim Aknouche & Sara Bendjeddou & Nassim Touche, 2018. "Negative Binomial Quasi†Likelihood Inference for General Integer†Valued Time Series Models," Journal of Time Series Analysis, Wiley Blackwell, vol. 39(2), pages 192-211, March.
- Franses, Philip Hans, 1996. "Periodicity and Stochastic Trends in Economic Time Series," OUP Catalogue, Oxford University Press, number 9780198774549.
- Aknouche, Abdelhakim & Bentarzi, Wissam & Demouche, Nacer, 2018. "On periodic ergodicity of a general periodic mixed Poisson autoregression," Statistics & Probability Letters, Elsevier, vol. 134(C), pages 15-21.
- Aknouche, Abdelhakim & Guerbyenne, Hafida, 2009. "On some probabilistic properties of double periodic AR models," Statistics & Probability Letters, Elsevier, vol. 79(3), pages 407-413, February.
- Aknouche, Abdelhakim & Demmouche, Nacer, 2019. "Ergodicity conditions for a double mixed Poisson autoregression," Statistics & Probability Letters, Elsevier, vol. 147(C), pages 6-11.
- Franses, Philip Hans & Paap, Richard, 2004. "Periodic Time Series Models," OUP Catalogue, Oxford University Press, number 9780199242030.
- Bader S. Almohaimeed, 2024. "Asymptotic negative binomial quasi-likelihood inference for periodic integer-valued time series models," Communications in Statistics - Theory and Methods, Taylor & Francis Journals, vol. 53(2), pages 587-606, January.
- Abdelhakim Aknouche & Bader Almohaimeed & Stefanos Dimitrakopoulos, 2022. "Periodic autoregressive conditional duration," Journal of Time Series Analysis, Wiley Blackwell, vol. 43(1), pages 5-29, January.
- Cai, Jun, 1994. "A Markov Model of Switching-Regime ARCH," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(3), pages 309-316, July.
- Abdelhakim Aknouche & Eid Al-Eid & Nacer Demouche, 2018. "Generalized quasi-maximum likelihood inference for periodic conditionally heteroskedastic models," Statistical Inference for Stochastic Processes, Springer, vol. 21(3), pages 485-511, October.
- Hamilton, James D. & Susmel, Raul, 1994.
"Autoregressive conditional heteroskedasticity and changes in regime,"
Journal of Econometrics, Elsevier, vol. 64(1-2), pages 307-333.
- Tom Doan, "undated". "RATS programs to estimate Hamilton-Susmel Markov Switching ARCH model," Statistical Software Components RTZ00083, Boston College Department of Economics.
- M. Jacobson & N. Shimkin & A. Shwartz, 2003. "Markov Decision Processes with Slow Scale Periodic Decisions," Mathematics of Operations Research, INFORMS, vol. 28(4), pages 777-800, November.
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More about this item
Keywords
Time-periodic Markov chains; Harris periodic ergodicity; periodic irreducibility; periodic recurrence; periodic stability; periodic invariant distributions; periodic integer-valued time series models; Markov-switching periodic models; periodic Markov decision process.;All these keywords.
JEL classification:
- C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
- C02 - Mathematical and Quantitative Methods - - General - - - Mathematical Economics
- C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General
NEP fields
This paper has been announced in the following NEP Reports:- NEP-ECM-2024-11-04 (Econometrics)
- NEP-ETS-2024-11-04 (Econometric Time Series)
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