We consider state-space representation of a multivariate dynamic process with Markov switching in both measurement and transition equations. Under appropriate moment conditions, we show that the autocovariance structure of such a process coincides with that of a stable VARMA model. This is potentially useful for statistical applications and for model selection as, for example, the identification of the regime number. Applications for classical Markov switching models and some numerical illustrations complete the paper.
Weak VARMA Representations of Regime-Switching State-Space Models / Cavicchioli, Maddalena. - In: STATISTICAL PAPERS. - ISSN 0932-5026. - STAMPA. - 57:3(2016), pp. 705-720. [10.1007/s00362-015-0675-1]
Weak VARMA Representations of Regime-Switching State-Space Models
CAVICCHIOLI, MADDALENA
2016
Abstract
We consider state-space representation of a multivariate dynamic process with Markov switching in both measurement and transition equations. Under appropriate moment conditions, we show that the autocovariance structure of such a process coincides with that of a stable VARMA model. This is potentially useful for statistical applications and for model selection as, for example, the identification of the regime number. Applications for classical Markov switching models and some numerical illustrations complete the paper.File | Dimensione | Formato | |
---|---|---|---|
publication_STPA.pdf
Accesso riservato
Tipologia:
Versione pubblicata dall'editore
Dimensione
465.47 kB
Formato
Adobe PDF
|
465.47 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
Pubblicazioni consigliate
I metadati presenti in IRIS UNIMORE sono rilasciati con licenza Creative Commons CC0 1.0 Universal, mentre i file delle pubblicazioni sono rilasciati con licenza Attribuzione 4.0 Internazionale (CC BY 4.0), salvo diversa indicazione.
In caso di violazione di copyright, contattare Supporto Iris