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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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Autors principals: Bhattacharya, Anirban, Pati, Debdeep, Dunson, David
Format: Artigo
Idioma:Inglês
Publicat: 2014
Matèries:
Accés en línia: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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