Root Cause Identification for Collective Anomalies in Time Series given
an Acyclic Summary Causal Graph with Loops

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Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops

7 March 2023

Charles K. Assaad

Imad Ez-zejjari

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Papers citing "Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops"

17 / 17 papers shown

Title
Complete Characterization for Adjustment in Summary Causal Graphs of Time Series Clément Yvernes Emilie Devijver Éric Gaussier CML 22 1 0 17 Jun 2025
Identifiability by common backdoor in summary causal graphs of time series Clément Yvernes Charles K. Assaad Emilie Devijver Éric Gaussier CML 34 0 0 17 Jun 2025
Local Markov Equivalence and Local Causal Discovery for Identifying Controlled Direct Effects Timothée Loranchet Charles K. Assaad CML 76 0 0 05 May 2025
Scalable Temporal Anomaly Causality Discovery in Large Systems: Achieving Computational Efficiency with Binary Anomaly Flag Data M. Asres C. Omlin the CMS-HCAL Collaboration 119 0 0 16 Dec 2024
Causal reasoning in difference graphs Charles K. Assaad CML 98 0 0 02 Nov 2024
Average Controlled and Average Natural Micro Direct Effects in Summary Causal Graphs Simon Ferreira Charles K. Assaad CML 68 0 0 31 Oct 2024
Root Cause Analysis Of Productivity Losses In Manufacturing Systems Utilizing Ensemble Machine Learning Stanislau Stankevich Brandon K. Sai Wojciech Dudek 53 1 0 31 Jul 2024
Identifying macro conditional independencies and macro total effects in summary causal graphs with latent confounding Simon Ferreira Charles K. Assaad CML 70 5 0 10 Jul 2024
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 83 0 0 10 Jul 2024
Counterfactual-based Root Cause Analysis for Dynamical Systems Juliane Weilbach S. Gerwinn Karim Barsim Martin Fränzle 78 1 0 12 Jun 2024
On the Fly Detection of Root Causes from Observed Data with Application to IT Systems Lei Zan Charles K. Assaad Emilie Devijver Éric Gaussier 51 1 0 09 Feb 2024
Identifiability of total effects from abstractions of time series causal graphs Charles K. Assaad Emilie Devijver Éric Gaussier Gregor Gössler Anouar Meynaoui CML 69 7 0 23 Oct 2023
Case Studies of Causal Discovery from IT Monitoring Time Series Ali Aït-Bachir Charles K. Assaad Christophe de Bignicourt Emilie Devijver Simon Ferreira Éric Gaussier Hosein Mohanna Lei Zan CML AI4TS 74 8 0 28 Jul 2023
Identifiability of Direct Effects from Summary Causal Graphs Simon Ferreira Charles K. Assaad CML 69 8 0 29 Jun 2023
Causal Discovery from Time Series with Hybrids of Constraint-Based and Noise-Based Algorithms D. Bystrova Charles K. Assaad Julyan Arbel Emilie Devijver Éric Gaussier W. Thuiller AI4TS CML 128 6 0 14 Jun 2023
Causal Discovery from Temporal Data: An Overview and New Perspectives Chang Gong Di Yao Chuzhe Zhang Wenbin Li Jingping Bi AI4TS CML 114 18 0 17 Mar 2023
On Root Cause Localization and Anomaly Mitigation through Causal Inference Xiao Han Lu Zhang Yongkai Wu Shuhan Yuan 73 8 0 08 Dec 2022