3 papers
stat.AP2019
Identifying main effects and interactions among exposures using Gaussian processes
Federico Ferrari, David B. Dunson
This article is motivated by the problem of studying the joint effect of different chemical exposures on human health outcomes. This is essentially a nonparametric regression probl…
stat.AP2019
Nonparametric Bayesian multi-armed bandits for single cell experiment design
Federico Camerlenghi, Bianca Dumitrascu, Federico Ferrari +2
The problem of maximizing cell type discovery under budget constraints is a fundamental challenge for the collection and analysis of single-cell RNA-sequencing (scRNA-seq) data. In…
stat.ME2019
Bayesian Factor Analysis for Inference on Interactions
Federico Ferrari, David B Dunson
This article is motivated by the problem of inference on interactions among chemical exposures impacting human health outcomes. Chemicals often co-occur in the environment or in sy…