On local asymptotic normality for functional autoregressive processes

We establish Local Asymptotic Normality (LAN) and Uniform Local Asymptotic Normality (ULAN) conditions for a class of function space valued autoregressive processes when the correlation operator depends on an unknown one-dimensional parameter. We then derive Hajek minimax bound, consistency, asympto...

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Veröffentlicht in:Journal of multivariate analysis 2016-06, Vol.148, p.120-140
Hauptverfasser: Kara-Terki, Nesrine, Mourid, Tahar
Format: Artikel
Sprache:eng
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Zusammenfassung:We establish Local Asymptotic Normality (LAN) and Uniform Local Asymptotic Normality (ULAN) conditions for a class of function space valued autoregressive processes when the correlation operator depends on an unknown one-dimensional parameter. We then derive Hajek minimax bound, consistency, asymptotic normality and efficiency of the conditional maximum likelihood estimator yielding their optimality. A simulation studies illustrate the performance of the estimators.
ISSN:0047-259X
1095-7243
DOI:10.1016/j.jmva.2016.02.017