34 citations · 34 across the 1 of their papers we have counts for
3 papers
math.ST2015★ 34 cited
Inferring large graphs using l1-penalized likelihood
Magali Champion, Victor Picheny, Matthieu Vignes
We address the issue of recovering the structure of large sparse directed acyclic graphs from noisy observations of the system. We propose a novel procedure based on a specific for…
math.ST2013
L2 Boosting on generalized Hoeffding decomposition for dependent variables. Application to Sensitivity Analysis
Magali Champion, Gaëlle Chastaing, Sébastien Gadat +1
This paper is dedicated to the study of an estimator of the generalized Hoeffding decomposition. We build such an estimator using an empirical Gram-Schmidt approach and derive a co…
stat.ME2011
Multi-Domain Sampling With Applications to Structural Inference of Bayesian Networks
Qing Zhou
When a posterior distribution has multiple modes, unconditional expectations, such as the posterior mean, may not offer informative summaries of the distribution. Motivated by this…