Causal Reasoning in Graphical Time Series Models

Causal Reasoning in Graphical Time Series Models

20 June 2012

Vanessa Didelez

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Papers citing "Causal Reasoning in Graphical Time Series Models"

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Title
Identifiability by common backdoor in summary causal graphs of time series Clément Yvernes Charles K. Assaad Emilie Devijver Éric Gaussier CML 42 0 0 17 Jun 2025
Complete Characterization for Adjustment in Summary Causal Graphs of Time Series Clément Yvernes Emilie Devijver Éric Gaussier CML 36 1 0 17 Jun 2025
Using Time Structure to Estimate Causal Effects Tom Hochsprung Jakob Runge Andreas Gerhardus CML 87 0 0 15 Apr 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 133 7 0 18 Mar 2025
Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops Charles K. Assaad Imad Ez-zejjari Lei Zan AI4TS 55 21 0 07 Mar 2023
Weak equivalence of local independence graphs Søren Wengel Mogensen 79 3 0 24 Feb 2023
Neural graphical modelling in continuous-time: consistency guarantees and algorithms Alexis Bellot K. Branson M. Schaar CML AI4TS 96 46 0 06 May 2021
Causal Inference for Time series Analysis: Problems, Methods and Evaluation Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 113 110 0 11 Feb 2021
Causal Modeling of Dynamical Systems Stephan Bongers Tineke Blom Joris M. Mooij 73 24 0 23 Mar 2018
The Temporal Logic of Causal Structures Samantha Kleinberg B. Mishra CML 81 63 0 09 May 2012
Learning Why Things Change: The Difference-Based Causality Learner M. Voortman D. Dash Marek J Druzdzel CML 96 41 0 15 Mar 2012