Causality

Causality

by Pearl, Judea

Type Book
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Title Statements

  • Full title :Causality / Judea Pearl.

Edition Statements

  • Publication Date:2009.

Publication Statements

Notes

Title from publishers bibliographic system (viewed on 01 Aug 2014).

The Physical Object

  • Description:1 online resource (484 pages)

Edition Identifiers

  • ISBN:9780511803161, 0511803168, 9780521895606, 052189560X
  • oclc:ocn896185440
  • LC Classification:BD541
  • Dewey Decimal:122

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 -- Reflections, elaborations, and discussions with readers -- Epilogue, the art and science of cause and effect.

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