The bispectral representation of Markov switching bilinear models
Year 2023,
Volume: 72 Issue: 3, 857 - 866, 30.09.2023
Ahmed Ghezal
,
Imane Zemmouri
Abstract
This article formulae for the third-order theoretical moments for superdiagonal and subdiagonal of the Markov-switching bilinear $X_{t}=c(s_{t})X_{t-k}e_{t-l}+e_{t}$, $k,l \in\mathrm{N}$, and an expression for the bispectral density function are obtained.
References
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Year 2023,
Volume: 72 Issue: 3, 857 - 866, 30.09.2023
Ahmed Ghezal
,
Imane Zemmouri
References
- Bibi, A., Aknouche, A., Stationnarite et $\beta$-melange des processus bilineaires generaux a changement de regime markovien, C.R. Acad. Sci. Paris, Ser. I., 348(3-4) (2010), 185−188. https://doi.org/10.1016/j.crma.2009.12.015
- Brillinger, D.R., Rosenblatt, M., Asymptotic theory of estimates of kth order spectra, In Spectral Analysis of Time Series, (ed. by B. Harris), Proc. Nat.l. Acad. Sci. USA., 57(2) (1967a) , 206-210. https://doi.org/10.1073/pnas.57.2.206
- Brillinger, D.R., Rosenblatt, M., Computation and Interpretation of kth Order Spectra, In Spectral Analysis of Time Series, (ed. by B. Harris), Wiley, New York, 1967, 189-232.
- Costa, O.L.V., Fragoso, M.D., Marques, R.P., Discrete Time Markov Jump Linear Systems, Springer, London, 2005. https://doi.org/10.1007/b138575
- Gabr, M.M., Subba Rao, T., The estimation and prediction of subset bilinear time series models with applications, J. Time Series Anal., 2(3) (1981), 155-171. https://doi.org/10.1111/j.1467-9892.1981.tb00319.x
- Gabr, M.M., On the third-order moment structure and bispectral analysis of some bilinear time series, J. Time Series Anal., 9(1) (1988), 11 − 20. https://doi.org/10.1111/j.1467-9892.1988.tb00449.x
- Hamilton, J.D., A new approach to the economic analysis of nonstationary time series and the business cycle, Econometrica, 57(2) (1989), 357-384. https://doi.org/10.2307/1912559
- Hamilton, J.D., Analysis of time series subject to changes in regime, Journal of Econometrics, 45(1-2) (1990), 39 − 70. https://doi.org/10.1016/0304-4076(90)90093-9
- Hasselmann, K., Munk, W., MacDonald, G., Bispectra of Ocean Waves, Proc. Symp. Time Series Analysis, (ed. M. Rosenblatt.), John Wiley, 1963, 135 − 139.
- Francq, C., Zakoian, J.M., Stationaruty of multivariate Markov switching ARMA models, Journal of Econometrics, 102(2) (2001) , 339 − 364. https://doi.org/10.1016/S0304-4076(01)00057-4
- Helland, K.N., Lii, K.S., Rosenblatt, M., Bispectra and energy transfer in grid-generated turbulence, Developments in Statistics, (Ed. P. R. Krishnaiah), Academic Press, New York, 2 (1979) , 123 − 155. https://doi.org/10.1016/B978-0-12-426602-5.50009-8
- Lii, K.S., Rosenblatt, M., Deconvolution and estimation of transfer function phase and coefficients for non-Gaussian linear processes, Ann. Statist., 10(4) (1982) , 1195 − 1208. https://doi.org/10.1214/aos/1176345984
- Pataracchia, B., The spectral representation of Markov switching ARMA models, Economics Letters, 112(1) (2011) , 11 − 15. https://doi.org/10.1016/j.econlet.2011.03.003
- Rosenblatt, M. Remarks on Higher Order Spectra, Multivariate Analysis, Academic Press, New York, 1966, 383 − 389.
- Rosenblatt, M., Van Ness, J.W., Estimation of the bispectrum, Ann. Math. Statist., 36(4) (1965) , 1120 − 1136. https://doi.org/10.1214/aoms/1177699987
- Subba Rao, T., On the theory of bilinear time series models, J. Roy. Statist. Soc. B, 43(2) (1981), 244 − 255. https://doi.org/10.1111/j.2517-6161.1981.tb01177.x
- Subba Rao, T., Gabr, M.M., An Introduction to Bispectral Analysis and Bilinear Time Series Models, Lecture Notes in Statistics, Berlin: Springer-Verlag, 1984. https://doi.org/10.1007/978-1-4684-6318-7
- Van Ness, J.W., Asymptotic normality of bispectral estimates, Ann. Math. Statist., 37(5) (1966) , 1257 − 1275. https://doi.org/10.1214/aoms/1177699269