Causality : models, reasoning, and inference /
| Основен автор: | Pearl, Judea. |
|---|---|
| Формат: | Книга |
| Език: | English |
| Публикувано: |
Cambridge, U.K. ; New York :
Cambridge University Press,
2013.
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| Предмети: | |
| Онлайн достъп: |
Table of contents Publisher description Contributor biographical information |
Съдържание:
- 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.