Regularized multiple criteria linear programs for classification
文献类型：期刊论文
| 作者 | Shi Yong1; Tian YingJie1; Chen XiaoJun2; Zhang Peng1,3 |
| 刊名 | Science in china series f-information sciences
 |
| 出版日期 | 2009-10-01 |
| 卷号 | 52期号:10页码:1812-1820 |
| 关键词 | Multiple criteria mathematical program Regularized multiple criteria mathematical program Classification Data mining |
| ISSN号 | 1009-2757 |
| DOI | 10.1007/s11432-009-0126-5 |
| 通讯作者 | Shi yong(yshi@gucas.ac.cn) |
| 英文摘要 | Although multiple criteria mathematical program (mcmp), as an alternative method of classification, has been used in various real-life data mining problems, its mathematical structure of solvability is still challengeable. this paper proposes a regularized multiple criteria linear program (rmclp) for two classes of classification problems. it first adds some regularization terms in the objective function of the known multiple criteria linear program (mclp) model for possible existence of solution. then the paper describes the mathematical framework of the solvability. finally, a series of experimental tests are conducted to illustrate the performance of the proposed rmclp with the existing methods: mclp, multiple criteria quadratic program (mcqp), and support vector machine (svm). the results of four publicly available datasets and a real-life credit dataset all show that rmclp is a competitive method in classification. furthermore, this paper explores an ordinal rmclp (ormclp) model for ordinal multi-group problems. comparing ormclp with traditional methods such as one-against-one, one-against-the rest on large-scale credit card dataset, experimental results show that both ormclp and rmclp perform well. |
| WOS关键词 | SUPPORT VECTOR MACHINES ; CREDIT CARDHOLDER BEHAVIOR ; MODELS ; SOFTWARE |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Information Systems |
| 语种 | 英语 |
| WOS记录号 | WOS:000270489700011 |
| 出版者 | SCIENCE CHINA PRESS |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2397908 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Shi Yong |
| 作者单位 | 1.Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing 100190, Peoples R China 2.Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China 3.Chinese Acad Sci, Grad Univ, Sch Informat Sci & Engn, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Shi Yong,Tian YingJie,Chen XiaoJun,et al. Regularized multiple criteria linear programs for classification[J]. Science in china series f-information sciences,2009,52(10):1812-1820. |
| APA | Shi Yong,Tian YingJie,Chen XiaoJun,&Zhang Peng.(2009).Regularized multiple criteria linear programs for classification.Science in china series f-information sciences,52(10),1812-1820. |
| MLA | Shi Yong,et al."Regularized multiple criteria linear programs for classification".Science in china series f-information sciences 52.10(2009):1812-1820. |
入库方式： iSwitch采集
来源：中国科学院大学
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。