A Sound and Complete Algorithm for Learning Causal Models from
Relational Data

A Sound and Complete Algorithm for Learning Causal Models from Relational Data

26 September 2013

Katerina Marazopoulou

David D. Jensen

ArXiv (abs)PDF HTML

Papers citing "A Sound and Complete Algorithm for Learning Causal Models from Relational Data"

15 / 15 papers shown

Title
Compositional Models for Estimating Causal Effects Purva Pruthi David D. Jensen CML 225 0 0 25 Jun 2024
Lifted Causal Inference in Relational Domains Malte Luttermann Mattis Hartwig Tanya Braun Ralf Möller Marcel Gehrke 62 5 0 15 Mar 2024
Directed Acyclic Graph Structure Learning from Dynamic Graphs Shaohua Fan Shuyang Zhang Xiao Wang Chuan Shi CML 130 5 0 30 Nov 2022
Learning Relational Causal Models with Cycles through Relational Acyclification Ragib Ahsan David Arbour Elena Zheleva 111 2 0 25 Aug 2022
Non-Parametric Inference of Relational Dependence Ragib Ahsan Zahra Fatemi David Arbour Elena Zheleva 107 1 0 30 Jun 2022
Relational Causal Models with Cycles:Representation and Reasoning Ragib Ahsan David Arbour Elena Zheleva LRM 46 4 0 22 Feb 2022
Minimizing Interference and Selection Bias in Network Experiment Design Zahra Fatemi Elena Zheleva CML 31 20 0 15 Apr 2020
Causal Relational Learning Babak Salimi Harsh Parikh Moe Kayali Sudeepa Roy Lise Getoor Dan Suciu CML 55 44 0 07 Apr 2020
Towards Robust Relational Causal Discovery Sanghack Lee Vasant Honavar 78 9 0 05 Dec 2019
Causal Inference Under Interference And Network Uncertainty Rohit Bhattacharya Daniel Malinsky I. Shpitser CML 64 64 0 29 Jun 2019
What do we need to build explainable AI systems for the medical domain? Andreas Holzinger Chris Biemann C. Pattichis D. Kell 91 694 0 28 Dec 2017
A Framework for Inferring Causality from Multi-Relational Observational Data using Conditional Independence Sudeepa Roy Babak Salimi CML AI4CE 35 0 0 08 Aug 2017
Lifted Representation of Relational Causal Models Revisited: Implications for Reasoning and Structure Learning Sanghack Lee Vasant Honavar 41 6 0 10 Aug 2015
Reasoning about Independence in Probabilistic Models of Relational Data Marc E. Maier Katerina Marazopoulou David D. Jensen 81 34 0 18 Feb 2013
Lifted Graphical Models: A Survey Lilyana Mihalkova Lise Getoor 3DV 167 96 0 25 Jul 2011