Lanzhou University of Technology Institutional Repository (LUT_IR)
Interval cost feature selection using multi-objective PSO and linear interval programming | |
Zhang, Yong1; Gong, Dunwei1,2; Rong, Miao1; Guo, Yinan1 | |
2016 | |
发表期刊 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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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 | |
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. |
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