688 citations · 815 across the 8 of their papers we have counts for
5 papers · 1 filter
Importance sampling methods for Bayesian discrimination between embedded models
Jean-Michel Marin, Christian P. Robert
This paper surveys some well-established approaches on the approximation of Bayes factors used in Bayesian model choice, mostly as covered in Chen et al. (2000). Our focus here is…
Bayesian computation for statistical models with intractable normalizing constants
Yves Atchade, Nicolas Lartillot, Christian P. Robert
This paper deals with some computational aspects in the Bayesian analysis of statistical models with intractable normalizing constants. In the presence of intractable normalizing c…
Bayesian Inference on Mixtures of Distributions
Kate Lee, Jean-Michel Marin, Kerrie Mengersen +1
This survey covers state-of-the-art Bayesian techniques for the estimation of mixtures. It complements the earlier Marin, Mengersen and Robert (2005) by studying new types of distr…
On variance stabilisation by double Rao-Blackwellisation
Alessandra Iacobucci, Jean-Michel Marin, Christian Robert
Population Monte Carlo has been introduced as a sequential importance sampling technique to overcome poor fit of the importance function. In this paper, we compare the performances…
A Bayesian reassessment of nearest-neighbour classification
Lionel Cucala, Jean-Michel Marin, Christian Robert +1
The k-nearest-neighbour procedure is a well-known deterministic method used in supervised classification. This paper proposes a reassessment of this approach as a statistical techn…