Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering

15 June 2021

Papers citing "Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering"

19 / 19 papers shown

Title
iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning Jiyu Tian Mingchu Li Liming Chen Zihao Wang AI4TS 21 0 0 06 Apr 2025
A Survey of Anomaly Detection in Cyber-Physical Systems Danial Abshari Meera Sridhar 50 3 0 18 Feb 2025
LLM-assisted Physical Invariant Extraction for Cyber-Physical Systems Anomaly Detection Danial Abshari Chenglong Fu Meera Sridhar 44 7 0 17 Nov 2024
Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological Analysis Zhe Liu Xiang Huang Jingyun Zhang Zhifeng Hao Li Sun Hao Peng AI4TS 23 4 0 23 Aug 2024
Position: Quo Vadis, Unsupervised Time Series Anomaly Detection? M. Sarfraz Mei-Yen Chen Lukas Layer Kunyu Peng Marios Koulakis 35 3 0 04 May 2024
PARs: Predicate-based Association Rules for Efficient and Accurate Model-Agnostic Anomaly Explanation Cheng Feng 10 0 0 18 Dec 2023
A Co-training Approach for Noisy Time Series Learning Jiexia Ye Jianfeng Zhang Jia Li Fugee Tsung AI4TS 36 12 0 24 Aug 2023
CyPhERS: A Cyber-Physical Event Reasoning System providing real-time situational awareness for attack and fault response Nils Müller Kaibin Bao Jörg Matthes K. Heussen 33 5 0 26 May 2023
Masked Bayesian Neural Networks : Theoretical Guarantee and its Posterior Inference Insung Kong Dongyoon Yang Jongjin Lee Ilsang Ohn Gyuseung Baek Yongdai Kim BDL 28 4 0 24 May 2023
Time series anomaly detection with reconstruction-based state-space models Fan Wang Keli Wang Boyu Yao AI4TS 19 0 0 06 Mar 2023
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series Sondre Sørbø M. Ruocco AI4TS 34 19 0 02 Mar 2023
BSSAD: Towards A Novel Bayesian State-Space Approach for Anomaly Detection in Multivariate Time Series Usman Anjum Samuel Lin J. Zhan AI4TS 8 0 0 30 Jan 2023
Learning Invariant Rules from Data for Interpretable Anomaly Detection Cheng Feng Pingge Hu 29 1 0 24 Nov 2022
Are we certain it's anomalous? Alessandro Flaborea Bardh Prenkaj Bharti Munjal Marco Aurelio Sterpa Dario Aragona L. Podo Fabio Galasso 24 8 0 16 Nov 2022
Deep Learning for Time Series Anomaly Detection: A Survey Zahra Zamanzadeh Darban G. I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 37 129 0 09 Nov 2022
An Unsupervised Short- and Long-Term Mask Representation for Multivariate Time Series Anomaly Detection Qiucheng Miao Chuanfu Xu Jun Zhan Dong Zhu Cheng-Feng Wu AI4TS 26 7 0 19 Aug 2022
Robust Learning of Deep Time Series Anomaly Detection Models with Contaminated Training Data Wenkai Li Cheng Feng Tingling Chen Jun Zhu AAML AI4TS 26 6 0 03 Aug 2022
Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection Hongzuo Xu Yijie Wang Songlei Jian Qing Liao Yongjun Wang Guansong Pang AI4TS 21 40 0 25 Jul 2022
DeepFIB: Self-Imputation for Time Series Anomaly Detection Minhao Liu Zhijian Xu Qiang Xu AI4TS 27 4 0 12 Dec 2021