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

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

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Title
Compositional Models for Estimating Causal Effects Purva Pruthi David D. Jensen CML 228 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 49 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 37 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