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1992 | OriginalPaper | Buchkapitel

Statistical analysis of Markov random fields using large deviation estimates

verfasst von : F. Comets

Erschienen in: Stochastic Models, Statistical Methods, and Algorithms in Image Analysis

Verlag: Springer New York

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We discuss a probabilistic large deviation estimate and some applications to parametric estimation for Markov random fields. The major interest is that this estimate holds independently of phase transition. It yields general consistency results, covering for instance both maximum likehood estimator and pseudo-likelihood estimator for complete observations ; we also present other applications.

Metadaten
Titel
Statistical analysis of Markov random fields using large deviation estimates
verfasst von
F. Comets
Copyright-Jahr
1992
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4612-2920-9_9