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Causality : models, reasoning, and inference

Author: Judea Pearl
Publisher: Cambridge : Cambridge Univ. Press, 2000.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

Causality offers the first comprehensive coverage of causal analysis in many sciences.

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Judea Pearl
ISBN: 0521773628 9780521773621
OCLC Number: 185346208
Description: xvi, 384 s. : ill
Contents: 1. Introduction to probabilities, graphs, and causal models; 2. A theory of inferred causation; 3. Causal diagrams and the identification of causal effects; 4. Actions, plans, and direct effects; 5. Causality and structural models in the social sciences; 6. Simpson's paradox, confounding, and collapsibility; 7. Structural and counterfactual models; 8. Imperfect experiments: bounds and counterfactuals; 9. Probability of causation: interpretation and identification; Epilogue: the art and science of cause and effect.
Responsibility: Judea Pearl.
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'Without assuming much beyond elementary probability theory. Judea pearl's book provides an attractive tour of recent work, in which he has played a central role, on causal models and causal Read more...

 
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