Causality
Models, Reasoning, and Inference
Ranked #60 in Numerical Analysis, Ranked #61 in Statistics — see more rankings.
Written by one of the pre-eminent researchers in the field, this book provides a comprehensive exposition of modern analysis of causation. It shows how causality has grown from a nebulous concept into a mathematical theory with significant applications in the fields of statistics, artificial intelligence, philosophy, cognitive science, and the health and social sciences. Pearl presents a unified account of the probabilistic, manipulative, counterfactual and structural approaches to causation, and devises simple mathematical tools for analyzing the relationships between causal connections,... more
Rankings by Category
Causality is ranked in the following categories:
- #64 in Econometrics
- #79 in Machine Learning
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