Causality

Causality
Author: Judea Pearl
Publisher: Cambridge University Press
Total Pages: 487
Release: 2009-09-14
Genre: Computers
ISBN: 052189560X


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Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. 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, statistical associations, actions and observations. The book will open the way for including causal analysis in the standard curriculum of statistics, artificial intelligence ...


Causality
Language: en
Pages: 487
Authors: Judea Pearl
Categories: Computers
Type: BOOK - Published: 2009-09-14 - Publisher: Cambridge University Press

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Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. Pearl presents a unifi
Actual Causality
Language: en
Pages: 240
Authors: Joseph Y. Halpern
Categories: Computers
Type: BOOK - Published: 2016-08-12 - Publisher: MIT Press

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Explores actual causality, and such related notions as degree of responsibility, degree of blame, and causal explanation. The goal is to arrive at a definition
A Logical Theory of Causality
Language: en
Pages: 367
Authors: Alexander Bochman
Categories: Computers
Type: BOOK - Published: 2021-08-17 - Publisher: MIT Press

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A general formal theory of causal reasoning as a logical study of causal models, reasoning, and inference. In this book, Alexander Bochman presents a general fo
Causal Inference
Language: en
Pages: 352
Authors: Miquel A. Hernan
Categories: Medical
Type: BOOK - Published: 2019-07-07 - Publisher: CRC Press

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The application of causal inference methods is growing exponentially in fields that deal with observational data. Written by pioneers in the field, this practic
Causality, Probability, and Time
Language: en
Pages: 269
Authors: Samantha Kleinberg
Categories: Computers
Type: BOOK - Published: 2013 - Publisher: Cambridge University Press

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Presents a new approach to causal inference and explanation, addressing both the timing and complexity of relationships.