Books written by Judea Pearl.
Turing Award winner of 2011 for fundamental contributions to artificial intelligence through the development of a calculus for probabilistic and causal reasoning.
The Book of Why: The New Science of Cause and Effect
A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence.
Causality: Models, Reasoning, and Inference
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, economics, philosophy, cognitive science, and the health and social sciences.
Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
Complete and accessible account of the theoretical foundations and computational methods that underlie plausible reasoning under uncertainty.