Structured sparsity-inducing norms : statistical and algorithmic properties with applications to neuroimaging

Numerous fields of applied sciences and industries have been recently witnessing a process of digitisation. This trend has come with an increase in the amount digital data whose processing becomes a challenging task. In this context, parsimony, also known as sparsity, has emerged as a key concept in...

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Bibliographic Details
Main Author: Jenatton, Rodolphe
Language:ENG
Published: École normale supérieure de Cachan - ENS Cachan 2011
Subjects:
Online Access:http://tel.archives-ouvertes.fr/tel-00668379
http://tel.archives-ouvertes.fr/docs/00/66/83/79/PDF/Jenatton2011.pdf