A Causal Approach to Detecting Multivariate Time-series Anomalies and
Root Causes

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A Causal Approach to Detecting Multivariate Time-series Anomalies and Root Causes

30 June 2022

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Papers citing "A Causal Approach to Detecting Multivariate Time-series Anomalies and Root Causes"

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Title
Robust Root Cause Diagnosis using In-Distribution Interventions Lokesh Nagalapatti Ashutosh Srivastava Sunita Sarawagi Amit Sharma 80 0 0 02 May 2025
Open Challenges in Time Series Anomaly Detection: An Industry Perspective Andreas Mueller AI4TS 124 1 0 08 Feb 2025
Industrial-Grade Time-Dependent Counterfactual Root Cause Analysis through the Unanticipated Point of Incipient Failure: a Proof of Concept Alexandre Trilla Rajesh Rajendran Ossee Yiboe Quentin Possamaï Nenad Mijatovic Jordi Vitrià 85 0 0 10 Jul 2024
PORCA: Root Cause Analysis with Partially Observed Data Chang Gong Di Yao Jin Wang Wenbin Li Lanting Fang Yongtao Xie Kaiyu Feng Peng Han Jingping Bi 105 4 0 08 Jul 2024
RealTCD: Temporal Causal Discovery from Interventional Data with Large Language Model Peiwen Li Xin Wang Zeyang Zhang Yuan Meng Fang-lin Shen Yue Li Jialong Wang Yang Li Wenweu Zhu 123 6 0 23 Apr 2024
On Root Cause Localization and Anomaly Mitigation through Causal Inference Xiao Han Lu Zhang Yongkai Wu Shuhan Yuan 75 8 0 08 Dec 2022