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
会议名称	7th International Conference on Swarm Intelligence, ICSI 2016
会议录名称	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
卷号	9712 LNCS
页码	579-586
会议日期	June 25, 2016 - June 30, 2016
会议地点	Bali, Indonesia
出版者	Springer Verlag
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
EI入藏号	20174604409693
EI主题词	Feature extraction
ISSN	03029743
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	会议论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/117245
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[C]:Springer Verlag,2016:579-586.