Causality : models, reasoning, and inference /
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Main Author: | |
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Format: | Book |
Language: | English |
Published: |
Cambridge, U.K. ; New York :
Cambridge University Press,
2000.
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Subjects: |
Table of Contents:
- Introduction to probbilites, graphs, and causal models
- Theory of inferred causation
- Causal diagrams and the identification of causal effects
- Actions, plans, and direct effects
- Causality and structural models in social science and economics
- Simpson's paradox, confounding, and collapsibility
- Logic of structure-based counterfactuals
- Imperfect experiments: bounding effects and counterfactuals
- Probability of causation: interpretation and identification
- Actual cause