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

30 June 2022

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

7 / 7 papers shown

Title
Robust Root Cause Diagnosis using In-Distribution Interventions Lokesh Nagalapatti Ashutosh Srivastava Sunita Sarawagi Amit Sharma 24 0 0 02 May 2025
Open Challenges in Time Series Anomaly Detection: An Industry Perspective Andreas Mueller AI4TS 33 0 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 21 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 32 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 51 3 0 23 Apr 2024
On Root Cause Localization and Anomaly Mitigation through Causal Inference Xiao Han Lu Zhang Yongkai Wu Shuhan Yuan 26 7 0 08 Dec 2022
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 221 626 0 20 Feb 2013