Causality

ISBN-10: 052189560X
ISBN-13: 9780521895606
Edition: 2nd 2000
Authors: Judea Pearl
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Book details

List price: $64.95
Edition: 2nd
Copyright year: 2000
Publisher: Cambridge University Press
Publication date: 9/14/2009
Binding: Hardcover
Pages: 484
Size: 7.50" wide x 11.00" long x 1.50" tall
Weight: 2.288
Language: English

Judea Pearl is professor of computer science and statistics at the University of California, Los Angeles, where he directs the Cognitive Systems Laboratory and conducts research in artificial intelligence, human reasoning, and philosophy of science. The author of Heuristics and Probabilistic Reasoning, he is a member of the National Academy of Engineering and a Founding Fellow of the American Association for Artificial Intelligence. Dr. Pearl is the recipient of the IJCAI Research Excellence Award for 1999, the London School of Economics Lakatos Award for 2001, and the ACM Alan Newell Award for 2004. In 2008, he received the Franklin Medal for computer and cognitive science from the Franklin Institute.

Introduction to probabilities, graphs, and causal models
A 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
The logic of structure-based counterfactuals
Imperfect experiments: bounding effects and counterfactuals
Probability of causation: interpretation and identification
The actual cause

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