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Multiple-kernel SVM based multiple-task oriented data mining system for gene expression data analysis
文献类型：期刊论文
| 作者 | Chen, ZY ; Li, JP ; Wei, LW ; Xu, WX ; Shi, Y |
| 刊名 | EXPERT SYSTEMS WITH APPLICATIONS
 |
| 出版日期 | 2011 |
| 卷号 | 38期号:10页码:9,12151-12159 |
| 关键词 | Support vector machine Multiple-kernel learning Feature selection Data fusion Decision rule Associated rule Subclass discovery Gene expression |
| ISSN号 | 0957-4174 |
| 中文摘要 | Gene expression profiling using DNA microarray technique has been shown as a promising tool to improve the diagnosis and treatment of cancer. Recently, many computational methods have been used to discover maker genes, make class prediction and class discovery based on gene expression data of cancer tissue. However, those techniques fall short on some critical areas. These included (a) interpretation of the solution and extracted knowledge. (b) Integrating various sources data and incorporating the prior knowledge into the system. (c) Giving a global understanding of biological complex systems by a complete knowledge discovery framework. This paper proposes a multiple-kernel SVM based data mining system. Multiple tasks, including feature selection, data fusion, class prediction, decision rule extraction, associated rule extraction and subclass discovery, are incorporated in an integrated framework. ALL-AML Leukemia dataset is used to demonstrate the performance of this system. (C) 2011 Elsevier Ltd. All rights reserved. |
| 学科主题 | Computer Science ; Artificial Intelligence; Engineering ; Electrical & Electronic; Operations Research & Management Science |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000292169500017 |
| 公开日期 | 2012-11-12 |
| 源URL | [http://ir.casipm.ac.cn/handle/190111/4267]  |
| 专题 | 科技战略咨询研究院_中国科学院科技政策与管理科学研究所(1985年6月-2015年12月) |
| 推荐引用方式 GB/T 7714 | Chen, ZY,Li, JP,Wei, LW,et al. Multiple-kernel SVM based multiple-task oriented data mining system for gene expression data analysis[J]. EXPERT SYSTEMS WITH APPLICATIONS,2011,38(10):9,12151-12159. |
| APA | Chen, ZY,Li, JP,Wei, LW,Xu, WX,&Shi, Y.(2011).Multiple-kernel SVM based multiple-task oriented data mining system for gene expression data analysis.EXPERT SYSTEMS WITH APPLICATIONS,38(10),9,12151-12159. |
| MLA | Chen, ZY,et al."Multiple-kernel SVM based multiple-task oriented data mining system for gene expression data analysis".EXPERT SYSTEMS WITH APPLICATIONS 38.10(2011):9,12151-12159. |
入库方式： OAI收割
来源：科技战略咨询研究院
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