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It is an exposition and analysis of causality. It is considered to have been instrumental in laying the foundations of the modern debate on causal inference in several fields including statistics, computer science and epidemiology. In this book, Pearl espouses the Structural Causal Model (SCM) that uses structural equation modeling.
Hace 5 días · 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.
Judea Pearl presents a comprehensive theory of causality which uniÞes the prob-abilistic, manipulative, counterfactual, and structural approaches to causation and offers simple mathematical tools for studying the relationships between causal con-nections and statistical associations. The book opens the way for including causal
14 de sept. de 2009 · Causality: Models, Reasoning and Inference. 2nd Edition. by Judea Pearl (Author) 4.5 160 ratings. See all formats and editions. 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.
Preview of text. Epilogue: The Art and Science of Cause and Effect. (from Causality, 2nd Edition) Important Topic: On the meaning of structural equations. (from Causality, Sections 5.3.2 - 5.4.1) 5. Reviews. 5.1 Preliminary Reviews. 5.2 Journal Reviews.
13 de mar. de 2000 · Pearl presents a unified account of the probabilistic, manipulative, counterfactual and structural approaches to causation, and devises simple mathematical tools for analyzing the relationships...
