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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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Bibliografiset tiedot
Päätekijät: Bhattacharya, Anirban, Pati, Debdeep, Dunson, David
Aineistotyyppi: Artigo
Kieli:Inglês
Julkaistu: 2014
Aiheet:
Linkit: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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