Least squares support vector machine with parametric margin for binary classification
文献类型：期刊论文
| 作者 | Yang, Zhixia1,2; Zhou, Zhe1; Jiang, Yaolin1 |
| 刊名 | JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
 |
| 出版日期 | 2016 |
| 卷号 | 30期号:5页码:2897-2904 |
| 关键词 | Support vector machine classification least squares parametric margin |
| ISSN号 | 1064-1246 |
| 英文摘要 | In this paper, we propose a least squares support vector machine with parametric margin (Par-LSSVM) for binary classification, which only needs to solve a system of linear equation. Par-LSSVM is able to handle the datasets with heteroscedastic noise. And the closer hyperplane to the test data point gives the class label, and this makes Par-LSSVM capable of dealing with "Cross Planes" datasets. The experimental results on several artificial, benchmark and USPS datasets indicate that our proposed algorithm outperforms Par-nu-SVM for binary classification problem. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | CLASSIFIERS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000374171500036 |
| 源URL | [http://ir.ipe.ac.cn/handle/122111/21009]  |
| 专题 | 过程工程研究所_生化工程国家重点实验室 |
| 作者单位 | 1.Xinjiang Univ, Coll Math & Syst Sci, Urumqi, Peoples R China 2.Chinese Acad Sci, Inst Proc Engn, State Key Lab Biochem Engn, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Yang, Zhixia,Zhou, Zhe,Jiang, Yaolin. Least squares support vector machine with parametric margin for binary classification[J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,2016,30(5):2897-2904. |
| APA | Yang, Zhixia,Zhou, Zhe,&Jiang, Yaolin.(2016).Least squares support vector machine with parametric margin for binary classification.JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,30(5),2897-2904. |
| MLA | Yang, Zhixia,et al."Least squares support vector machine with parametric margin for binary classification".JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 30.5(2016):2897-2904. |
入库方式： OAI收割
来源：过程工程研究所
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