Causal reasoning in difference graphs

v1v2 (latest)

Causal reasoning in difference graphs

2 November 2024

Charles K. Assaad

ArXiv (abs)PDF HTML

Papers citing "Causal reasoning in difference graphs"

12 / 12 papers shown

Title
Identifiability of total effects from abstractions of time series causal graphs Charles K. Assaad Emilie Devijver Éric Gaussier Gregor Gössler Anouar Meynaoui CML 50 5 0 23 Oct 2023
iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models Tianyu Chen Kevin Bello Bryon Aragam Pradeep Ravikumar CML 56 3 0 30 Jun 2023
Identifiability of Direct Effects from Summary Causal Graphs Simon Ferreira Charles K. Assaad CML 53 6 0 29 Jun 2023
Foundations of Causal Discovery on Groups of Variables Jonas Wahl Urmi Ninad Jakob Runge CML 50 10 0 12 Jun 2023
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 34 18 0 07 Mar 2023
Identifying causal effects in maximally oriented partially directed acyclic graphs Emilija Perković CML 42 37 0 07 Oct 2019
Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias Patrick Forré Joris M. Mooij CML 72 32 0 02 Jan 2019
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs Emilija Perković J. Textor M. Kalisch Marloes H. Maathuis OffRL 62 145 0 22 Jun 2016
Multi-Level Cause-Effect Systems Krzysztof Chalupka Pietro Perona F. Eberhardt CML 50 56 0 25 Dec 2015
A generalized back-door criterion Marloes H. Maathuis Diego Colombo 99 34 0 22 Jul 2013
Causal Discovery from Changes Jin Tian Judea Pearl CML 116 165 0 10 Jan 2013
Direct and Indirect Effects Judea Pearl CML 94 2,173 0 10 Jan 2013