Causality models, reasoning, and inference
| Autor principal: | |
|---|---|
| Formato: | Libro |
| Idioma: | Inglés |
| Publicado: |
Cambridge :
Cambridge University Press
2009
|
| Edición: | 2nd ed |
| Materias: | |
| Ver en Universidad de Navarra: | https://unika.unav.edu/discovery/fulldisplay?docid=alma991009574989708016&context=L&vid=34UNAV_INST:VU1&search_scope=34UNAV_TODO&tab=34UNAV_TODO&lang=es |
Tabla de Contenidos:
- Índice abreviado: 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 sciences and economics; 6. Simpson's paradox, confounding, and collapsibility; 7. The logic of structure-based counterfactual; 8. Imperfect experiments: bounding effects and counterfactuals; 9. Probability of causation: interpretation and identification; 10. The actual cause; 11. Reflections, elaborations, and discussions with readers; Epilogue: the art and science of cause and effect.
