Case Studies of Causal Discovery from IT Monitoring Time Series

28 July 2023

Papers citing "Case Studies of Causal Discovery from IT Monitoring Time Series"

8 / 8 papers shown

Title
Local Markov Equivalence and Local Causal Discovery for Identifying Controlled Direct Effects Timothée Loranchet Charles K. Assaad CML 30 0 0 05 May 2025
Causal Temporal Regime Structure Learning Abdellah Rahmani Pascal Frossard CML 61 2 0 20 Feb 2025
Average Controlled and Average Natural Micro Direct Effects in Summary Causal Graphs Simon Ferreira Charles K. Assaad CML 36 0 0 31 Oct 2024
Toward identifiability of total effects in summary causal graphs with latent confounders: an extension of the front-door criterion Charles K. Assaad CML 18 0 0 09 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 19 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 11 5 0 23 Oct 2023
Identifiability of Direct Effects from Summary Causal Graphs Simon Ferreira Charles K. Assaad CML 11 5 0 29 Jun 2023
Causal Discovery from Conditionally Stationary Time Series Carles Balsells-Rodas Ruibo Tu Hedvig Kjellström Yingzhen Li Gabriele Schweikert Hedvig Kjellstrom Yingzhen Li BDL CML AI4TS 32 5 0 12 Oct 2021