The Kernel Dynamics of Convolutional Neural Networks in ManifoldsInspec keywordsOther keywordsKey words
文献类型：期刊论文
| 作者 | Wu, Wei1,2 ; Jing, Xiaoyuan1; Du, Wencai3
|
| 刊名 | CHINESE JOURNAL OF ELECTRONICS
 |
| 出版日期 | 2020-11-01 |
| 卷号 | 29期号:6页码:1185-1192 |
| 关键词 | convolutional neural nets learning (artificial intelligence) kernel-based CNN convolutional neural network kernel dynamics status transfer functions neural manifolds layered structure Convolutional neural networks Kernelbased convolution Learning dynamics Neural manifolds |
| ISSN号 | 1022-4653 |
| DOI | 10.1049/cje.2020.10.004 |
| 英文摘要 | We propose a novel expression from manifolds to define Convolutional neural network (CNN). The layered structure is proceeded by integration in limited space continuously, with weights adjusted including value and direction in neural manifolds. Status transfer functions are proposed to simulate the kernel dynamics as a control matrix. We theoretically analyze the stability and controllability of kernel-based CNNs, and verify our findings by numerical experiments. |
| 资助项目 | National Natural Science Foundation of China[61933013] ; National Natural Science Foundation of China[U1736211] ; Strategic Priority Research Program of the Chinese Academy of Sciences[XDA22030301] ; Foundation of Macau[MF1809] ; Foundation of Macau[MF1713] |
| WOS研究方向 | Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000609935600022 |
| 出版者 | TECHNOLOGY EXCHANGE LIMITED HONG KONG |
| 资助机构 | National Natural Science Foundation of China ; Strategic Priority Research Program of the Chinese Academy of Sciences ; Foundation of Macau |
| 源URL | [http://ir.idsse.ac.cn/handle/183446/8392]  |
| 专题 | 深海工程技术部_深海信息技术研究室 |
| 通讯作者 | Jing, Xiaoyuan |
| 作者单位 | 1.Wuhan Univ, Sch Comp Sci, Wuhan 430072, Peoples R China 2.Chinese Acad Sci, Inst Deep Sea Sci & Engn, Sanya 572000, Peoples R China 3.City Univ Macau, Inst Data Sci, Macau 999078, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wu, Wei,Jing, Xiaoyuan,Du, Wencai. The Kernel Dynamics of Convolutional Neural Networks in ManifoldsInspec keywordsOther keywordsKey words[J]. CHINESE JOURNAL OF ELECTRONICS,2020,29(6):1185-1192. |
| APA | Wu, Wei,Jing, Xiaoyuan,&Du, Wencai.(2020).The Kernel Dynamics of Convolutional Neural Networks in ManifoldsInspec keywordsOther keywordsKey words.CHINESE JOURNAL OF ELECTRONICS,29(6),1185-1192. |
| MLA | Wu, Wei,et al."The Kernel Dynamics of Convolutional Neural Networks in ManifoldsInspec keywordsOther keywordsKey words".CHINESE JOURNAL OF ELECTRONICS 29.6(2020):1185-1192. |
入库方式： OAI收割
来源：深海科学与工程研究所
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