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Causality : models, reasoning, and inference

Author: Judea Pearl
Publisher: Cambridge, U.K. ; New York : Cambridge University Press, 2000.
Edition/Format:   Book : EnglishView all editions and formats
Database:WorldCat
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Written by one of the preeminent researchers in the field, this provides a comprehensive exposition of modern analysis of causation.

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Judea Pearl
ISBN: 9780521895606 052189560X 0521773628 9780521773621
OCLC Number: 42291253
Description: xvi, 384 p. : ill. ; 26 cm.
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.
Responsibility: Judea Pearl.
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'Make no mistake about it: this is an important book ... The field has no shortage of lively controversy and divergent opinion, but be that as it may, this is certainly one of the contributions that Read more...

 
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