Causality : models, reasoning, and inference /
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| Author / Creator: | Pearl, Judea. |
|---|---|
| Imprint: | Cambridge, U.K. ; New York : Cambridge University Press, 2000. |
| Description: | 1 online resource (xvi, 384 pages) : illustrations |
| Language: | English |
| Subject: | |
| Format: | E-Resource Book |
| URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/11180301 |
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
- Actual cause.