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SVD-AE: An asymmetric autoencoder with SVD regularization for multivariate time series anomaly detection.

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第一作者： Yueyue,Yao

第一单位： Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China; Shenzhen Key Laboratory of Internet Information Collaboration, Shenzhen 518055, China. Electronic address: yaoyue_yue@126.com.

作者： Yueyue,Yao ^[1] ; Jianghong,Ma ^[2] ; Shanshan,Feng ^[3] ; Yunming,Ye ^[4]

作者单位： Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China; Shenzhen Key Laboratory of Internet Information Collaboration, Shenzhen 518055, China. Electronic address: yaoyue_yue@126.com. ^[1] Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China; Shenzhen Key Laboratory of Internet Information Collaboration, Shenzhen 518055, China. Electronic address: majianghong@hit.edu.cn. ^[2] Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China; Shenzhen Key Laboratory of Internet Information Collaboration, Shenzhen 518055, China. Electronic address: victor_fengss@foxmail.com. ^[3] Department of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China; Shenzhen Key Laboratory of Internet Information Collaboration, Shenzhen 518055, China. Electronic address: yeyunming@hit.edu.cn. ^[4]

关键词 Anomaly detection Autoencoder regularization Fourier coefficients alignment Multivariate time series Singular value decomposition

医学主题词时间因素(Time Factors);算法(Algorithms);因特网(Internet);学习(Learning)

DOI 10.1016/j.neunet.2023.11.023

PMID 38043373

发布时间 2024-02-02

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