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In this article, we advocate the ensemble approach for variable selection. Wepoint out that the stochastic mechanism used to generate the variable-selectionensemble (VSE) must be picked with care. We construct a VSE using a stochasticstepwise algorithm, and compare its performance with numerous state-of-the-artalgorithms.

Stochastic Stepwise Ensembles for Variable Selection