6533b838fe1ef96bd12a4192

RESEARCH PRODUCT

Covariate adjusted censored gaussian lasso estimator

Luigi AugugliaroGianluca SottileVeronica Vinciotti

subject

Gaussian graphical modelCensored dataglasso estimatorCensored glasso estimatorSettore SECS-S/01 - Statistica

description

The covariate adjusted glasso is one of the most used estimators for in- ferring genetic networks. Despite its diffusion, there are several fields in applied research where the limits of detection of modern measurement technologies make the use of this estimator theoretically unfounded, even when the assumption of a multivariate Gaussian distribution is satisfied. In this paper we propose an extension to censored data.

http://hdl.handle.net/10447/533699