An Ensemble Classifier Based on Selective Independent Component Analysis of DNA Microarray Data
文献类型：期刊论文
| 作者 | Wang Xuesong1,2; Gu Yangyang1; Cheng Yuhu1; Zhang Zheng1
|
| 刊名 | CHINESE JOURNAL OF ELECTRONICS
 |
| 出版日期 | 2009-10-01 |
| 卷号 | 18期号:4页码:645-649 |
| 关键词 | Selective Independent component analysis DNA microarray Ensemble learning Support vector machine |
| 英文摘要 | Our study tried to deal with a gene expression problem from the view of factor analysis. In order to overcome the instability problem caused by using traditional Independent component analysis (ICA), an ensemble classifier of DNA microarray data based on a selective ICA method was proposed. At first, we analyzed the reconstruction error of each gene and selected a subset of independent components, which contributed relatively small reconstruction errors, to reconstruct new samples. After that, several Support vector machine (SVM) sub-classifiers were trained simultaneously. Finally, the best SVM sub-classifiers with high correct rates were selected to participate in the ensemble, using a majority voting method. Results on three publicly available DNA microarray datasets show the feasibility and validity of our proposed method. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Electrical & Electronic |
| 研究领域[WOS] | Engineering |
| 关键词[WOS] | GENE-EXPRESSION DATA |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000271448300013 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9977]  |
| 专题 | 自动化研究所_综合信息系统研究中心 |
| 作者单位 | 1.China Univ Min & Technol, Sch Informat & Elect Engn, Xuzhou 221116, Peoples R China 2.Chinese Acad Sci, Key Lab Complex Syst & Intelligence Sci, Inst Automat, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang Xuesong,Gu Yangyang,Cheng Yuhu,et al. An Ensemble Classifier Based on Selective Independent Component Analysis of DNA Microarray Data[J]. CHINESE JOURNAL OF ELECTRONICS,2009,18(4):645-649. |
| APA | Wang Xuesong,Gu Yangyang,Cheng Yuhu,&Zhang Zheng.(2009).An Ensemble Classifier Based on Selective Independent Component Analysis of DNA Microarray Data.CHINESE JOURNAL OF ELECTRONICS,18(4),645-649. |
| MLA | Wang Xuesong,et al."An Ensemble Classifier Based on Selective Independent Component Analysis of DNA Microarray Data".CHINESE JOURNAL OF ELECTRONICS 18.4(2009):645-649. |
入库方式： OAI收割
来源：自动化研究所
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