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 32 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 59 145 0 22 Jun 2016
Multi-Level Cause-Effect Systems Krzysztof Chalupka Pietro Perona F. Eberhardt CML 47 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

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.