Optimal Feature Selection in High-Dimensional Discriminant Analysis

We consider the high-dimensional discriminant analysis problem. For this problem, different methods have been proposed and justified by establishing exact convergence rates for the classification risk, as well as the ℓ2 convergence results to the discriminative rule. However, sharp theoretical analy...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on information theory. - 1998. - 61(2015), 2 vom: 01. Feb., Seite 1063-1083
1. Verfasser: Kolar, Mladen (VerfasserIn)
Weitere Verfasser: Liu, Han
Format: Aufsatz
Sprache:English
Veröffentlicht: 2015
Zugriff auf das übergeordnete Werk:IEEE transactions on information theory
Schlagworte:Journal Article discriminant analysis high-dimensional statistics optimal rates of convergence variable selection