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ANISOTROPIC FUNCTION ESTIMATION USING MULTI-BANDWIDTH GAUSSIAN PROCESSES

In nonparametric regression problems involving multiple predictors, there is typically interest in estimating an anisotropic multivariate regression surface in the important predictors while discarding the unimportant ones. Our focus is on defining a Bayesian procedure that leads to the minimax opti...

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Autores principales: Bhattacharya, Anirban, Pati, Debdeep, Dunson, David
Formato: Artigo
Lenguaje:Inglês
Publicado: 2014
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Acceso en línea:https://ncbi.nlm.nih.gov/pmc/articles/PMC4185202/
https://ncbi.nlm.nih.gov/pubmed/25288827
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/13-AOS1192
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