On Similarity Preserving Feature Selection

Volume: 25, Issue: 3, Pages: 619 - 632
Published: Mar 1, 2013
Abstract
In the literature of feature selection, different criteria have been proposed to evaluate the goodness of features. In our investigation, we notice that a number of existing selection criteria implicitly select features that preserve sample similarity, and can be unified under a common framework. We further point out that any feature selection criteria covered by this framework cannot handle redundant features, a common drawback of these...
Paper Details
Title
On Similarity Preserving Feature Selection
DOI
Published Date
Mar 1, 2013
Journal
Volume
25
Issue
3
Pages
619 - 632
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