303 citations
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Showing 2012 · math.STShow all
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math.ST2012★ 4 cited
Adaptive Bayesian density estimation using Pitman-Yor or normalized inverse-Gaussian process kernel mixtures
Catia Scricciolo
We consider Bayesian nonparametric density estimation using a Pitman-Yor or a normalized inverse-Gaussian process kernel mixture as the prior distribution for a density. The proced…
math.ST2012★ 5 cited
Bayes and empirical Bayes: do they merge?
Sonia Petrone, Judith Rousseau, Catia Scricciolo
Bayesian inference is attractive for its coherence and good frequentist properties. However, it is a common experience that eliciting a honest prior may be difficult and, in practi…