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Science/Engineering Causality: Models, Reasoning, and Inference: Judea Pearl

Posted on 2010-04-13




Name:Science/Engineering Causality: Models, Reasoning, and Inference: Judea Pearl
ASIN/ISBN:0521773628
Language:English
File size:10.3 Mb
ISBN: 0521773628
Publish Date: March 13, 2000
File Type: PDF (OCR)
Pages: 384 pages
File Size: 10.30 Mb
Other Info: Cambridge University Press
   Science/Engineering Causality: Models, Reasoning, and Inference: Judea Pearl

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Causality: Models, Reasoning, and Inference: Judea Pearl

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 Social Science and Economics

6. Simpson's Paradox, Confounding, and Collapsibility

7. The Logic of Structure-Based Counterfactuals

8. Imperfect Experiments: Bounding Effects and Counterfactuals

9. Probability of Causation: Interpretation and Identification

10. The Actual Cause

Epilogue: The Art of Science of Cause and Effect

Bibliography

Name Index

Subject Index

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