Survey for study of feature selection algorithms

Yong Mao; Xiao Bo Zhou; Zheng Xia; Zheng Yin; You Xian Sun

Survey for study of feature selection algorithms

Yong Mao, Xiao Bo Zhou, Zheng Xia, Zheng Yin, You Xian Sun

Research output: Contribution to journal › Article › peer-review

Abstract

Feature selection is a hot topic in current information science, especially in the field of pattern recognition. In this paper, feature selection algorithms are classified from different points of view. Several embranchments of feature selection and the development situation are introduced. Some difficulties in the theoretic analysis and application are involved. From a practicality angle, using support vector machine to select features is considered as the research direction in machine learning.

Original language	English (US)
Pages (from-to)	211-218
Number of pages	8
Journal	Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence
Volume	20
Issue number	2
State	Published - Apr 2007

Keywords

Feature selection
Machine learning
Pattern recognition
Wrapper method

ASJC Scopus subject areas

Software
Computer Vision and Pattern Recognition
Artificial Intelligence

Cite this

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title = "Survey for study of feature selection algorithms",

abstract = "Feature selection is a hot topic in current information science, especially in the field of pattern recognition. In this paper, feature selection algorithms are classified from different points of view. Several embranchments of feature selection and the development situation are introduced. Some difficulties in the theoretic analysis and application are involved. From a practicality angle, using support vector machine to select features is considered as the research direction in machine learning.",

keywords = "Feature selection, Machine learning, Pattern recognition, Wrapper method",

author = "Yong Mao and Zhou, {Xiao Bo} and Zheng Xia and Zheng Yin and Sun, {You Xian}",

year = "2007",

month = apr,

language = "English (US)",

volume = "20",

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AU - Zhou, Xiao Bo

AU - Xia, Zheng

AU - Yin, Zheng

AU - Sun, You Xian

PY - 2007/4

Y1 - 2007/4

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AB - Feature selection is a hot topic in current information science, especially in the field of pattern recognition. In this paper, feature selection algorithms are classified from different points of view. Several embranchments of feature selection and the development situation are introduced. Some difficulties in the theoretic analysis and application are involved. From a practicality angle, using support vector machine to select features is considered as the research direction in machine learning.

KW - Feature selection

KW - Machine learning

KW - Pattern recognition

KW - Wrapper method

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ER -

Survey for study of feature selection algorithms

Abstract

Keywords

ASJC Scopus subject areas

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