Complex-Valued Neural Networks: A Comprehensive Survey

doi:10.1109/JAS.2022.105743

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Complex-Valued Neural Networks: A Comprehensive Survey
	ChiYan Lee; Hideyuki Hasegawa; Shangce Gao
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:8 页码:1406-1426
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.
关键词	Complex activation function complex backpropagation algorithm complex-valued learning algorithm complex-valued neural network deep learning
DOI	10.1109/JAS.2022.105743
引用统计	被引频次：29[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/49650
专题	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.

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