Mário Figueiredo, Instituto de Telecomunicações (IT) – Abstract: It has recently been shown that feature selection in supervised learning can be embedded in the learning algorithm by using sparsity-promoting priors/penalties that encourage the coefficient estimates to be either significantly large or exactly zero. In the…