Kernel based simple regularized multiple criteria linear program for binary classification and regression
文献类型：期刊论文
| 作者 | Zhao, Xi1,2,4,5; Shi, Yong1,2,3; Niu, Lingfeng1,2 |
| 刊名 | Intelligent data analysis
 |
| 出版日期 | 2015 |
| 卷号 | 19期号:3页码:505-527 |
| 关键词 | Multiple criteria linear program Optimization Binary classification Regression |
| ISSN号 | 1088-467X |
| DOI | 10.3233/ida-150729 |
| 通讯作者 | Zhao, xi(zhaoxi19850210@163.com) |
| 英文摘要 | Handling data classification and regression problems through linear hyperplane is a naive and simple idea. in this paper, inspired by the idea of multiple criteria linear programs (mclp) and multiple criteria quadratic programs (mcqp), we proposed a novel method for binary classification and regression problem. there are two main advantages for the proposed approach. one is that both of these two models guarantee the existence of feasible solutions when the model parameters were chosen properly. the other is that nonlinear patterns could be handled and captured by introducing kernel function into mclp framework with a more natural way than previous work. various classical approaches and datasets were evaluated in our experiments, and the result on both toy and real world data demonstrate the correctness and effectiveness of our proposed methods. |
| WOS关键词 | SUPPORT VECTOR MACHINE ; MODELS |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| 语种 | 英语 |
| WOS记录号 | WOS:000356065200004 |
| 出版者 | IOS PRESS |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2376747 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Zhao, Xi |
| 作者单位 | 1.Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Beijing, Peoples R China 3.Univ Nebraska, Coll Informat Sci & Technol, Omaha, NE 68182 USA 4.Tsinghua Univ, Postdoctoral Res Stn, Beijing 100084, Peoples R China 5.Postdoctoral Res Stn China Construct Bank, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Xi,Shi, Yong,Niu, Lingfeng. Kernel based simple regularized multiple criteria linear program for binary classification and regression[J]. Intelligent data analysis,2015,19(3):505-527. |
| APA | Zhao, Xi,Shi, Yong,&Niu, Lingfeng.(2015).Kernel based simple regularized multiple criteria linear program for binary classification and regression.Intelligent data analysis,19(3),505-527. |
| MLA | Zhao, Xi,et al."Kernel based simple regularized multiple criteria linear program for binary classification and regression".Intelligent data analysis 19.3(2015):505-527. |
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来源：中国科学院大学
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