activity
20082023
most citedUncovering latent structure in valued graphs: A variational approach

221 citations · 434 across the 31 of their papers we have counts for

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7 papers · 1 filter

stat.AP2020

Accounting for missing actors in interaction network inference from abundance data

Raphaëlle Momal, Stéphane Robin, Christophe Ambroise

Network inference aims at unraveling the dependency structure relating jointly observed variables. Graphical models provide a general framework to distinguish between marginal and…

stat.AP2019★ 1 cited

Bayesian inference for network Poisson models

Sophie Donnet, Stéphane Robin

This work is motivated by the analysis of ecological interaction networks. Poisson stochastic blockmodels are widely used in this field to decipher the structure that underlies a w…

stat.AP2019

Tree-based Inference of Species Interaction Network from Abundance Data

Raphaëlle Momal, Stéphane Robin, Christophe Ambroise

The behavior of ecological systems mainly relies on the interactions between the species it involves. We consider the problem of inferring the species interaction network from abun…

stat.AP2017★ 1 cited

A multivariate variable selection approach for analyzing LC-MS metabolomics data

M. Perrot-Dockès, C. Lévy-Leduc, J. Chiquet +5

Omic data are characterized by the presence of strong dependence structures that result either from data acquisition or from some underlying biological processes. In metabolomics,…

stat.AP2015★ 50 cited

Detection of adaptive shifts on phylogenies using shifted stochastic processes on a tree

Paul Bastide, Mahendra Mariadassou, Stéphane Robin

Comparative and evolutive ecologists are interested in the distribution of quantitative traits among related species. The classical framework for these distributions consists of a…

stat.AP2013

Comparing change-point locations of independent profiles with application to gene annotation

Alice Cleynen, Stéphane Robin

We are interested in the comparison of transcript boundaries from cells which originated in different environments. The goal is to assess whether this phenomenon, called differenti…