Stable feature selection for biomarker discovery.

Abstract:

:Feature selection techniques have been used as the workhorse in biomarker discovery applications for a long time. Surprisingly, the stability of feature selection with respect to sampling variations has long been under-considered. It is only until recently that this issue has received more and more attention. In this article, we review existing stable feature selection methods for biomarker discovery using a generic hierarchical framework. We have two objectives: (1) providing an overview on this new yet fast growing topic for a convenient reference; (2) categorizing existing methods under an expandable framework for future research and development.

journal_name

Comput Biol Chem

authors

He Z,Yu W

doi

10.1016/j.compbiolchem.2010.07.002

subject

Has Abstract

pub_date

2010-08-01 00:00:00

pages

215-25

issue

4

eissn

1476-9271

issn

1476-928X

pii

S1476-9271(10)00050-2

journal_volume

34

pub_type

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