20 citations · 70 across the 24 of their papers we have counts for
3 papers · 1 filter
Multiple Jump MCMC: A Scalable Algorithm for Bayesian Inference on Binary Model Spaces
Lucas Vogels, Reza Mohammadi, Marit Schoonhoven +2
This article considers Bayesian model inference on binary model spaces. Binary model spaces are used by a large class of models, including graphical models, variable selection, mix…
Statistic Selection and MCMC for Differentially Private Bayesian Estimation
Baris Alparslan, Sinan Yildirim
This paper concerns differentially private Bayesian estimation of the parameters of a population distribution, when a statistic of a sample from that population is shared in noise…
Scalable Monte Carlo inference for state-space models
Sinan Yıldırım, Christophe Andrieu, Arnaud Doucet
We present an original simulation-based method to estimate likelihood ratios efficiently for general state-space models. Our method relies on a novel use of the conditional Sequent…