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Multivariate time series anomaly detection with variational autoencoder and spatial-temporal graph network

Computers & Security
2024 | Journal article
DOI: 10.1016/J.COSE.2024.103877
WOSUID: WOS:001239967300001
Contributors: Guan, Siwei; He, Zhiwei; Ma, Shenhui; Gao, Mingyu
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MPFormer: Multipatch Transformer for Multivariate Time-Series Anomaly Detection With Contrastive Learning

IEEE Internet of Things Journal
2024-12-01 | Journal article
DOI: 10.1109/JIOT.2024.3443910
Contributors: Shenhui Ma; Jiahao Nie; Siwei Guan; Zhiwei He; Mingyu Gao
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Conditional normalizing flow for multivariate time series anomaly detection

ISA Transactions
2023 | Journal article
DOI: 10.1016/J.ISATRA.2023.09.002
WOSUID: WOS:001137613900001
Contributors: Guan, Siwei; He, Zhiwei; Ma, Shenhui; Gao, Mingyu
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TPAD: Temporal-Pattern-Based Neural Network Model for Anomaly Detection in Multivariate Time Series

IEEE Sensors Journal
2023 | Journal article
DOI: 10.1109/JSEN.2023.3327138
WOSUID: WOS:001161670600115
Contributors: Ma, Shenhui; Guan, Siwei; He, Zhiwei; Nie, Jiahao; Gao, Mingyu
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