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math.ST2015★ 2 cited
A priori truncation method for posterior sampling from homogeneous normalized completely random measure mixture models
Raffaele Argiento, Ilaria Bianchini, Alessandra Guglielmi
This paper adopts a Bayesian nonparametric mixture model where the mixing distribution belongs to the wide class of normalized homogeneous completely random measures. We propose a…
math.ST2012★ 6 cited
A class of measure-valued Markov chains and Bayesian nonparametrics
Stefano Favaro, Alessandra Guglielmi, Stephen G. Walker
Measure-valued Markov chains have raised interest in Bayesian nonparametrics since the seminal paper by (Math. Proc. Cambridge Philos. Soc. 105 (1989) 579--585) where a Markov chai…