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Causation, Prediction, and Search - 2nd Edition

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Author(s): Spirtes, Peter; Scheines, Richard; Glymour, Clark
Series: Adaptive computation and machine learning
Edition: 2ed.
Publisher: MIT Press
Year: 2000

Language: English
Pages: 496
City: Cambridge, Mass

Content: Preface to the Second Edition --
Preface --
Acknowledgments --
Notational Conversations --
1. Introduction and Advertisement --
2. Formal Preliminiaries --
3. Caustion and PRediction: Axioms and Explications --
4. Statistical Indistinguishability --
5. Discovery Algorithms for Causally Suffcient Structures --
6. Discovery Algorithms without Causal Sufficiency --
7. Prediction --
8. Regression, Causation, adn Prediction --
9. The Design of Empirical Studies --
10. The Structure of the Unobserved --
11. Elaborating Linear Theories with Unmeasured Variables --
12. Prequels and Sequels --
13. Proofs of Theorems --
Notes --
Glossary --
References --
Index.