most citedFinite mixture regression: A sparse variable selection by model selection for clustering

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math.ST2014

An \ell_1-oracle inequality for the Lasso in finite mixture of multivariate Gaussian regression models

Emilie Devijver

We consider a multivariate finite mixture of Gaussian regression models for high-dimensional data, where the number of covariates and the size of the response may be much larger th…

math.ST2014★ 5 cited

Finite mixture regression: A sparse variable selection by model selection for clustering

Emilie Devijver

We consider a finite mixture of Gaussian regression model for high- dimensional data, where the number of covariates may be much larger than the sample size. We propose to estimate…