Complex-Valued Neural Networks: A Comprehensive Survey
文献类型：期刊论文
| 作者 | ChiYan Lee; Hideyuki Hasegawa; Shangce Gao |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2022 |
| 卷号 | 9期号:8页码:1406-1426 |
| 关键词 | Complex activation function complex backpropagation algorithm complex-valued learning algorithm complex-valued neural network deep learning |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2022.105743 |
| 英文摘要 | Complex-valued neural networks (CVNNs) have shown their excellent efficiency compared to their real counterparts in speech enhancement, image and signal processing. Researchers throughout the years have made many efforts to improve the learning algorithms and activation functions of CVNNs. Since CVNNs have proven to have better performance in handling the naturally complex-valued data and signals, this area of study will grow and expect the arrival of some effective improvements in the future. Therefore, there exists an obvious reason to provide a comprehensive survey paper that systematically collects and categorizes the advancement of CVNNs. In this paper, we discuss and summarize the recent advances based on their learning algorithms, activation functions, which is the most challenging part of building a CVNN, and applications. Besides, we outline the structure and applications of complex-valued convolutional, residual and recurrent neural networks. Finally, we also present some challenges and future research directions to facilitate the exploration of the ability of CVNNs. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/49650]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | ChiYan Lee,Hideyuki Hasegawa,Shangce Gao. Complex-Valued Neural Networks: A Comprehensive Survey[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(8):1406-1426. |
| APA | ChiYan Lee,Hideyuki Hasegawa,&Shangce Gao.(2022).Complex-Valued Neural Networks: A Comprehensive Survey.IEEE/CAA Journal of Automatica Sinica,9(8),1406-1426. |
| MLA | ChiYan Lee,et al."Complex-Valued Neural Networks: A Comprehensive Survey".IEEE/CAA Journal of Automatica Sinica 9.8(2022):1406-1426. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。