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Bayesian Group-Sparse Modeling and Variational Inference

Bayesian Group-Sparse Modeling and Variational Inference

In this paper, we present a general class of multivariate priors for group-sparse modeling within the Bayesian framework. We show that special cases of this class correspond to multivariate versions of several classical priors used for sparse modeling. Hence, this general prior formulation is helpful in analyzing the properties of …