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Actual Causality
Language: en
Pages: 240
Authors: Joseph Y. Halpern
Categories: Philosophy
Type: BOOK - Published: 2019-02-19 - Publisher: MIT Press

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A new approach for defining causality and such related notions as degree of responsibility, degrees of blame, and causal explanation. Causality plays a central
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
Elements of Causal Inference
Language: en
Pages: 289
Authors: Jonas Peters
Categories: Computers
Type: BOOK - Published: 2017-11-29 - Publisher: MIT Press

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A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning. The mathematization of causality is
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
The Book of Why
Language: en
Pages: 432
Authors: Judea Pearl
Categories: Computers
Type: BOOK - Published: 2018-05-15 - Publisher: Basic Books

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A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intell