On connections between Renyi entropy Principal Component Analysis, kernel learning and graph embedding
文献类型：期刊论文
| 作者 | Ran, Zhi-Yong2; Wang, Wei3; Hu, Bao-Gang1
|
| 刊名 | PATTERN RECOGNITION LETTERS
 |
| 出版日期 | 2018-09-01 |
| 卷号 | 112页码:125-130 |
| 关键词 | Renyi Entropy Pca Kernel Learning Graph Embedding |
| ISSN号 | 0167-8655 |
| DOI | 10.1016/j.patrec.2018.06.011 |
| 文献子类 | Article |
| 英文摘要 | In this paper, we study the connections between Renyi entropy PCA, kernel learning and graph embedding. A natural complementary formulation of maximum entropy PCA, namely minimum error entropy PCA, is presented. These two formulations can be combined together to give a two-fold understanding of Renyi entropy PCA. Further, we establish connections between Renyi entropy PCA, kernel learning and graph embedding, and propose a generalized graph embedding framework that unifies a variety of existing algorithms. This proposed framework essentially covers previous graph embedding framework, and partially answers the problem of how to make use of high order statistics of data in dimensionality reduction. The theoretic development enables a close relationship between information theoretic learning, kernel learning and graph embedding. (c) 2018 Elsevier B.V. All rights reserved. |
| WOS关键词 | NONLINEAR DIMENSIONALITY REDUCTION ; FRAMEWORK |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000443950800018 |
| 出版者 | ELSEVIER SCIENCE BV |
| 资助机构 | National Natural Science Foundation of China(61502466 ; 61503365) |
| 源URL | [http://ir.ia.ac.cn/handle/173211/27916]  |
| 专题 | 自动化研究所_模式识别国家重点实验室 |
| 通讯作者 | Wang, Wei |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China 2.Chongqing Univ Posts & Telecommun, Chongqing 400065, Peoples R China 3.Chinese Acad Sci, Inst Software, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Ran, Zhi-Yong,Wang, Wei,Hu, Bao-Gang. On connections between Renyi entropy Principal Component Analysis, kernel learning and graph embedding[J]. PATTERN RECOGNITION LETTERS,2018,112:125-130. |
| APA | Ran, Zhi-Yong,Wang, Wei,&Hu, Bao-Gang.(2018).On connections between Renyi entropy Principal Component Analysis, kernel learning and graph embedding.PATTERN RECOGNITION LETTERS,112,125-130. |
| MLA | Ran, Zhi-Yong,et al."On connections between Renyi entropy Principal Component Analysis, kernel learning and graph embedding".PATTERN RECOGNITION LETTERS 112(2018):125-130. |
入库方式： OAI收割
来源：自动化研究所
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