Model free feature screening with dependent variable in ultrahigh dimensional binary classification

doi:10.1016/j.spl.2017.02.011

UM > Faculty of Science and Technology > DEPARTMENT OF MATHEMATICS

Residential College	false
Status	已發表Published
	Model free feature screening with dependent variable in ultrahigh dimensional binary classification
	Lai, Peng 1; Song, Fengli 1; Chen, Kaiwen 1; Liu, Zhi2,3
	2017-06
Source Publication	STATISTICS & PROBABILITY LETTERS
ABS Journal Level	2
ISSN	0167-7152
Volume	125 Pages:141-148
Abstract	The feature screening procedure based on the expected conditional Kolmogorov filter is proposed for the ultrahigh dimensional binary classification problem with dependent variable. The sure screening and ranking consistency properties are established. Some numerical examples are also presented. (C) 2017 Elsevier B.V. All rights reserved.
Keyword	Discriminant Analysis Ultrahigh Dimensional Data Feature Screening Sure Screening Property Ranking Consistency Property
DOI	10.1016/j.spl.2017.02.011
URL	View the original
Indexed By	SCIE
Language	英語English
WOS Research Area	Mathematics
WOS Subject	Statistics & Probability
WOS ID	WOS:000399628000017
Publisher	ELSEVIER SCIENCE BV
The Source to Article	WOS
Scopus ID	2-s2.0-85014051397
Fulltext Access	View Full-Text via DOI View Full-Text via Web of Science
Citation statistics
Document Type	Journal article
Collection	DEPARTMENT OF MATHEMATICS
Affiliation	1.Nanjing Univ Informat Sci & Technol, Sch Math & Stat, Nanjing 210044, Jiangsu, Peoples R China 2.Univ Macau, Zhuhai, Peoples R China 3.Zhuhai UMacau Res Inst, Zhuhai, Peoples R China
Recommended Citation GB/T 7714	Lai, Peng,Song, Fengli,Chen, Kaiwen,et al. Model free feature screening with dependent variable in ultrahigh dimensional binary classification[J]. STATISTICS & PROBABILITY LETTERS, 2017, 125, 141-148.
APA	Lai, Peng., Song, Fengli., Chen, Kaiwen., & Liu, Zhi (2017). Model free feature screening with dependent variable in ultrahigh dimensional binary classification. STATISTICS & PROBABILITY LETTERS, 125, 141-148.
MLA	Lai, Peng,et al."Model free feature screening with dependent variable in ultrahigh dimensional binary classification".STATISTICS & PROBABILITY LETTERS 125(2017):141-148.

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