activity
20082014
most citedComputational methods for Bayesian model choice

71 citations · 122 across the 7 of their papers we have counts for

collaborators

6 papers

stat.ME2014★ 5 cited

Clustering using skewed multivariate heavy tailed distributions with flexible tail behaviour

Darren Wraith, Florence Forbes

The family of location and scale mixtures of Gaussians has the ability to generate a number of flexible distributional forms. It nests as particular cases several important asymmet…

stat.AP2014★ 2 cited

Using informative priors in the estimation of mixtures over time with application to aerosol particle size distributions

Darren Wraith, Kerrie Mengersen, Clair Alston +2

The issue of using informative priors for estimation of mixtures at multiple time points is examined. Several different informative priors and an independent prior are compared usi…

astro-ph.CO2011★ 18 cited

CosmoPMC: Cosmology Population Monte Carlo

Martin Kilbinger, Karim Benabed, Olivier Cappe +7

We present the public release of the Bayesian sampling algorithm for cosmology, CosmoPMC (Cosmology Population Monte Carlo). CosmoPMC explores the parameter space of various cosmol…

astro-ph.CO2009★ 24 cited

Bayesian model comparison in cosmology with Population Monte Carlo

Martin Kilbinger, Darren Wraith, Christian P. Robert +6

We use Bayesian model selection techniques to test extensions of the standard flat LambdaCDM paradigm. Dark-energy and curvature scenarios, and primordial perturbation models are c…

stat.CO2009★ 71 cited

Computational methods for Bayesian model choice

Christian P. Robert, Darren Wraith

In this note, we shortly survey some recent approaches on the approximation of the Bayes factor used in Bayesian hypothesis testing and in Bayesian model choice. In particular, we…

astro-ph2008★ 1 cited

Dark energy constraints and correlations with systematics from CFHTLS weak lensing, SNLS supernovae Ia and WMAP5

M. Kilbinger, K. Benabed, J. Guy +15

We combine measurements of weak gravitational lensing from the CFHTLS-Wide survey, supernovae Ia from CFHT SNLS and CMB anisotropies from WMAP5 to obtain joint constraints on cosmo…