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Learning with structured sparsity

Journal of Machine Learning Research, pp.53-424, (2011)

Cited: 569|Views23
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Abstract

This paper investigates a new learning formula- tion called structured sparsity, which is a natu- ral extension of the standard sparsity concept in statistical learning and compressive sensing. By allowing arbitrary structures on the feature set, this concept generalizes the group sparsity idea. A general theory is developed for learning ...More

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