Classification With the Sparse Group Lasso

Signal Processing, IEEE Transactions, Volume 64, Issue 2, 2015, Pages 448-463.

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Keywords:
Algorithmscompressed sensingstatistical learningstructured sparsity

Abstract:

Classification with a sparsity constraint on the solution plays a central role in many high dimensional signal processing applications. In some cases, the features can be grouped together, so that entire subsets of features can be selected or discarded. In many applications, however, this can be too restrictive. In this paper, we are inte...More

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