Asymptotic behavior of RA-estimates in autoregressive 2D processes

Bustos, OH; Ruiz, M.; Ojeda, S; Vallejos, R; Frery, AC

Abstract

In this work we study the asymptotic behavior of a robust class of estimators of the coefficient of a AR-2D process. We establish the precise conditions for the consistency and asymptotic normality of the RA estimator. The AR-2D model has many applications in image modeling and statistical image processing, therefore the relevance of knowing such properties. The adequacy of the AR-2D model is analyzed with real images; we also show the impact of contamination and the capability of the RA estimator to produce useful results even in the presence of spurious data. © 2009 Elsevier B.V. All rights reserved.

Más información

Título según WOS: Asymptotic behavior of RA-estimates in autoregressive 2D processes
Título según SCOPUS: Asymptotic behavior of RA-estimates in autoregressive 2D processes
Título de la Revista: JOURNAL OF STATISTICAL PLANNING AND INFERENCE
Volumen: 139
Número: 10
Editorial: Elservier
Fecha de publicación: 2009
Página de inicio: 3649
Página final: 3664
Idioma: English
URL: http://linkinghub.elsevier.com/retrieve/pii/S0378375809001207
DOI:

10.1016/j.jspi.2009.04.016

Notas: ISI, SCOPUS