| Error bounds of multi-graph regularized semi-supervised classification | |
| Chen, Hong1; Li, Luoqing1; Peng, Jiangtao2 | |
| 发表期刊 | INFORMATION SCIENCES
 |
| 2009-05-30 | |
| 卷号 | 179期号:12页码:1960-1969 |
| 文章类型 | Article |
| 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. |
| 关键词 | Semi-supervised Learning Tikhonov Regularization Reproducing Kernel Hilbert Space Rademacher Complexity Graph Laplacian |
| WOS标题词 | Science & Technology ; Technology |
| 关键词[WOS] | CLASSIFIERS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Information Systems |
| WOS记录号 | WOS:000265968100013 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/9974 |
| 专题 | 智能制造技术与系统研究中心_多维数据分析（彭思龙）-技术团队 |
| 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. |
| 条目包含的文件 | 条目无相关文件。 | |||||
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