Causality - Models, Reasoning and Inference Pearl Judea University of California Los AngelesPevná vazba
Causality - Models, Reasoning and Inference Pearl Judea University of California Los AngelesPevná vazba Written by one of the preeminent researchers in the field, this book provides a comprehensive…
Specifikacia Causality - Models, Reasoning and Inference Pearl Judea University of California Los AngelesPevná vazba
Causality - Models, Reasoning and Inference Pearl Judea University of California Los AngelesPevná vazba
Written by one of the preeminent researchers in the field, this book provides a comprehensive exposition of modern analysis of causation. Judea Pearl presents and unifies the probabilistic, manipulative, counterfactual, and structural approaches to causation and devises simple mathematical tools for studying the relationships between causal connections and statistical associations. 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.
Students in these fields will find natural models, simple inferential procedures, and The book will open the way for including causal analysis in the standard curricula of statistics, artificial intelligence, business, epidemiology, social sciences, and economics.