Error bounds of multi-graph regularized semi-supervised classification
文献类型：期刊论文
| 作者 | Chen, Hong1; Li, Luoqing1; Peng, Jiangtao2 |
| 刊名 | INFORMATION SCIENCES
 |
| 出版日期 | 2009-05-30 |
| 卷号 | 179期号:12页码:1960-1969 |
| 关键词 | Semi-supervised learning Tikhonov regularization Reproducing kernel Hilbert space Rademacher complexity Graph Laplacian |
| 英文摘要 | In this paper, we investigate the generalization performance of the multi-graph regularized semi-supervised classification algorithm associated with the hinge loss. We provide estimates for the excess misclassification error of multi-graph regularized classifiers and show the relations between the generalization performance and the structural invariants of data graphs. Experiments performed on real database demonstrate the effectiveness of our theoretical analysis. (c) 2009 Elsevier Inc. All rights reserved. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Information Systems |
| 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:000265968100013 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9974]  |
| 专题 | 自动化研究所_智能制造技术与系统研究中心_多维数据分析团队 |
| 作者单位 | 1.Hubei Univ, Fac Math & Comp Sci, Wuhan 430062, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Chen, Hong,Li, Luoqing,Peng, Jiangtao. Error bounds of multi-graph regularized semi-supervised classification[J]. INFORMATION SCIENCES,2009,179(12):1960-1969. |
| APA | Chen, Hong,Li, Luoqing,&Peng, Jiangtao.(2009).Error bounds of multi-graph regularized semi-supervised classification.INFORMATION SCIENCES,179(12),1960-1969. |
| MLA | Chen, Hong,et al."Error bounds of multi-graph regularized semi-supervised classification".INFORMATION SCIENCES 179.12(2009):1960-1969. |
入库方式： OAI收割
来源：自动化研究所
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