Causality : models, reasoning, and inference /
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| Main Author: | |
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| Format: | Book |
| Language: | English |
| Published: |
Cambridge ; New York :
Cambridge University Press,
2009.
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| Edition: | 2nd ed. |
| Subjects: |
Table of Contents:
- Introduction to probabilities, 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
- The actual cause
- Reflections, elaborations, and discussions with readers
- The art and science of cause and effect.