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07/07/2021
Nested Counterfactual Identification from Arbitrary Surrogate Experiments
The Ladder of Causation describes three qualitatively different types of...
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12/05/2019
Towards Robust Relational Causal Discovery
We consider the problem of learning causal relationships from relational...
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03/27/2019
Fairness in Algorithmic Decision Making: An Excursion Through the Lens of Causality
As virtually all aspects of our lives are increasingly impacted by algor...
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08/10/2015
Lifted Representation of Relational Causal Models Revisited: Implications for Reasoning and Structure Learning
Maier et al. (2010) introduced the relational causal model (RCM) for rep...
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09/26/2013