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- catalog abstract ""What assumptions and methods allow us to turn observations in causal knowledge, and how can even incomplete causal knowledge be used in planning and prediction to influence and control our environment? In this book Peter Spirtes, Clark Glymour, and Richard Scheines address these questions using the formalism of Bayes networks, with results that have been applied in diverse areas of research in the social, behavioral, and physical sciences."--Jacket.".
- catalog contributor b12089128.
- catalog contributor b12089129.
- catalog contributor b12089130.
- catalog created "c2000.".
- catalog date "2000".
- catalog date "c2000.".
- catalog dateCopyrighted "c2000.".
- catalog description ""What assumptions and methods allow us to turn observations in causal knowledge, and how can even incomplete causal knowledge be used in planning and prediction to influence and control our environment? In this book Peter Spirtes, Clark Glymour, and Richard Scheines address these questions using the formalism of Bayes networks, with results that have been applied in diverse areas of research in the social, behavioral, and physical sciences."--Jacket.".
- catalog description "1. Introduction and Advertisement -- 2. Formal preliminaries -- 3. Causation and Prediction: Axioms and Explications -- 4. Statistical Indistinguishability -- 5. Discovery Algorithms for Causally Sufficient Structures -- 6. Discovery Algorithms without Causal Sufficiency -- 7. Prediction -- 8. Regression, Causation, and 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.".
- catalog description "Includes bibliographical references (p. [495]-529) and index.".
- catalog extent "xxi, 543 p. :".
- catalog identifier "0262194406 (hc : alk. paper)".
- catalog isPartOf "Adaptive computation and machine learning".
- catalog issued "2000".
- catalog issued "c2000.".
- catalog language "eng".
- catalog publisher "Cambridge, Mass. : MIT Press,".
- catalog subject "519.5 21".
- catalog subject "Mathematical statistics.".
- catalog subject "QA276 .S65 2000".
- catalog tableOfContents "1. Introduction and Advertisement -- 2. Formal preliminaries -- 3. Causation and Prediction: Axioms and Explications -- 4. Statistical Indistinguishability -- 5. Discovery Algorithms for Causally Sufficient Structures -- 6. Discovery Algorithms without Causal Sufficiency -- 7. Prediction -- 8. Regression, Causation, and 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.".
- catalog title "Causation, prediction, and search / Peter Spirtes, Clark Glymour, and Richard Scheines ; with additional material by David Heckerman ... [et al.].".
- catalog type "text".