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Strong consistency of nonparametric Bayes density estimation on compact metric spaces with applications to specific manifolds

This article considers a broad class of kernel mixture density models on compact metric spaces and manifolds. Following a Bayesian approach with a nonparametric prior on the location mixing distribution, sufficient conditions are obtained on the kernel, prior and the underlying space for strong post...

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Autors principals: Bhattacharya, Abhishek, Dunson, David B.
Format: Artigo
Idioma:Inglês
Publicat: 2011
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Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC3439825/
https://ncbi.nlm.nih.gov/pubmed/22984295
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10463-011-0341-x
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