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Structured Sparsity: from Mixed Norms to Structured Shrinkage
Abstract : Sparse and structured signal expansions on dictionaries can be obtained through explicit modeling in the coefficient domain. The originality of the present contribution lies in the construction and the study of generalized shrinkage operators, whose goal is to identify structured significance maps. These generalize Group LASSO and the previously introduced Elitist LASSO by introducing more flexibility in the coefficient domain modeling. We study experimentally the performances of corresponding shrinkage operators in terms of significance map estimation in the orthogonal basis case. We also study their performance in the overcomplete situation, using iterative thresholding.
Cited literature [13 references]
https://hal.inria.fr/inria-00369577
Contributor : Ist Rennes Connect in order to contact the contributor
Submitted on : Friday, March 20, 2009 - 1:35:14 PM
Last modification on : Wednesday, October 10, 2018 - 1:26:44 AM
Long-term archiving on: : Friday, October 12, 2012 - 2:01:24 PM
Contributor : Ist Rennes Connect in order to contact the contributor
Submitted on : Friday, March 20, 2009 - 1:35:14 PM
Last modification on : Wednesday, October 10, 2018 - 1:26:44 AM
Long-term archiving on: : Friday, October 12, 2012 - 2:01:24 PM
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