Interval cost feature selection using multi-objective PSO and linear interval programming

doi:10.1007/978-3-319-41000-5_58

	Interval cost feature selection using multi-objective PSO and linear interval programming
	Zhang, Yong 1; Gong, Dunwei 1,2; Rong, Miao 1; Guo, Yinan 1
	2016
发表期刊	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
ISSN	03029743
卷号	9712 LNCS 页码:579-586
摘要	Interval cost feature selection problems (ICFS) are popular in real-world. However, since the optimized objectives not only are multiple but also contain interval coefficients, there have been few solving methods. This paper first transforms the ICFS into a multi-objective one with exact coefficients by the linear interval programming. Second, by combining a multi-objective particle swarm algorithm (which has a good performance in exploration) with a powerful problem-specific local search (which is good at exploitation), we propose a memetic multi-objective feature selection algorithm (MMFS-PSO). Finally, experimental results confirmed the advantages of our method. © Springer International Publishing Switzerland 2016.
关键词	Costs Mathematical transformations Particle swarm optimization (PSO) Feature selection algorithm Feature selection problem Interval Interval coefficients Linear intervals Multi objective Particle swarm Particle swarm algorithm
DOI	10.1007/978-3-319-41000-5_58
收录类别	EI
语种	英语
出版者	Springer Verlag
EI入藏号	20170103215590
EI主题词	Feature extraction
EI分类号	723 Computer Software, Data Handling and Applications - 911 Cost and Value Engineering ; Industrial Economics - 921.3 Mathematical Transformations
来源库	Compendex
分类代码	723 Computer Software, Data Handling and Applications - 911 Cost and Value Engineering; Industrial Economics - 921.3 Mathematical Transformations
引用统计	被引频次[WOS]：0 [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/113031
专题	兰州理工大学
作者单位	1.School of Information and Electrical Engineering, China University of Mining and Technology, Xuzhou; 221116, China; 2.School of Electrical Engineering and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China
推荐引用方式 GB/T 7714	Zhang, Yong,Gong, Dunwei,Rong, Miao,et al. Interval cost feature selection using multi-objective PSO and linear interval programming[J]. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics),2016,9712 LNCS:579-586.
APA	Zhang, Yong,Gong, Dunwei,Rong, Miao,&Guo, Yinan.(2016).Interval cost feature selection using multi-objective PSO and linear interval programming.Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics),9712 LNCS,579-586.
MLA	Zhang, Yong,et al."Interval cost feature selection using multi-objective PSO and linear interval programming".Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 9712 LNCS(2016):579-586.