DC approximation approaches for sparse optimization

•A unifying DC approximation, including all standard approximations, of the zero-norm is proposed.•The consistency between global/local minima of approximate and original problems are proved.•The equivalence between approximate and original problems are established for some approximations.•Four DCA...

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Veröffentlicht in:	European journal of operational research Jg. 244; H. 1; S. 26 - 46
Hauptverfasser:	Le Thi, H.A., Pham Dinh, T., Le, H.M., Vo, X.T.
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Amsterdam Elsevier B.V 01.07.2015 Elsevier Sequoia S.A Elsevier
Schlagworte:	Algorithms Approximation Computer Science DC approximation function DC programming and DCA Direct current Feature selection in SVM Global optimization Mathematical analysis Mathematical functions Mathematical models Mathematical problems Mathematical programming Optimization Optimization algorithms Programming Sparse optimization Studies Sparse optimization DC programming and DCA Global optimization DC approximation function Feature selection in SVM
ISSN:	0377-2217, 1872-6860
Online-Zugang:	Volltext
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