Causality : models, reasoning, and inference

Detalles Bibliográficos
Autor principal: Pearl, Judea.
Formato: Libro
Lenguaje:English
Publicado: Nueva York : Cambridge University Press, c2009.
Edición:2a ed. --
Materias:
Tabla de Contenidos:
  • 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 science and economics
  • 6. Simpson's paradox, confounding, and collapsibility
  • 7. The logic of structure-based counterfactuals
  • 8. Imperfect experiments: bounding effects and counterfactuals
  • 9. Probability of causation : interpretation and identification
  • 10. the actual cause
  • 11. Reflection, elaborations and discussions with readers.