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  1. www.cambridge.org › core › booksCausality - Cambridge University Press & Assessment

    27 de jun. de 2024 · 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.

  2. en.wikipedia.org › wiki › Causality_(book)Causality (book) - Wikipedia

    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.

  3. assets.cambridge.org › 97805218 › 95606CAUSALITY - Cambridge University Press & Assessment

    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

  4. academic.oup.com › edited-volume › 42621The Oxford Handbook of Causation | Oxford Academic

    12 de nov. de 2009 · The Oxford Handbook of Causation provides an overview of topics related to causation, as well as the history of the causation debate from the ancient Greeks to the logical empiricists. Causation is a central topic in many areas of philosophy.

  5. www.cambridge.org › causality-2nd-editionCausality 2nd edition | Philosophy of science | Cambridge ...

    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.

  6. www.amazon.com.br › Causality-Reasoning-InferenceCausality: Models, Reasoning, and Inference: Models ...

    Written by one of the preeminent 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, economics, philosophy, cognitive science ...

  7. bayes.cs.ucla.edu › BOOK-2KCAUSALITY, 2nd Edition, 2009 - University of California, Los ...

    CAUSALITY, 2nd Edition, 2009. 1. Why I wrote this book. 2. Table of Contents. 3. Preface. 1st Edition. 2nd Edition. 4. 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