Causality

Causality: models, reasoning, and inference

by Pearl, Judea

Type Book
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Title Statements

  • Full title :Causality : models, reasoning, and inference / Judea Pearl.

Edition Statements

  • Publication Date:2009.
  • Edition:2nd ed

Publication Statements

Notes

Índice de nombres e índice analítico: p. 453-464.

The Physical Object

  • Description:XIX, 464 p : : il. ; : 26 cm.

Edition Identifiers

  • ISBN:9780521895606, 052189560X
  • oclc:on1025485719

Table of Contents

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.

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