Causality: Models, Reasoning, and Inference: Judea Pearl

Description for Causality Models Reasoning and Inference Judea Pearl

Causality: Models, Reasoning, and Inference: Judea Pearl
Cambridge University Press | ISBN: 0521773628 | March 13, 2000 | PDF (OCR) | 384 pages | 10.30 Mb

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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