Causes and Explanations: A Structural-Model Approach --- Part 1: Causes
Joseph Y. Halpern, Judea Pearl

TL;DR
This paper introduces a structural-model approach to defining actual causes using structural equations, providing a more plausible and elegant account of causation that addresses traditional difficulties.
Contribution
It presents a novel formal definition of causality based on structural equations, improving upon previous theories and handling complex causation examples effectively.
Findings
Provides a new formal framework for causation using structural equations
Resolves major issues in traditional causality definitions
Lays groundwork for a formal theory of causal explanation
Abstract
We propose a new definition of actual causes, using structural equations to model counterfactuals.We show that the definitions yield a plausible and elegant account ofcausation that handles well examples which have caused problems forother definitions and resolves major difficulties in the traditionalaccount. In a companion paper, we show how the definition of causality can beused to give an elegant definition of (causal) explanation.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsBayesian Modeling and Causal Inference · Philosophy and History of Science · Logic, Reasoning, and Knowledge
