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Causality
Buch von Judea Pearl
Sprache: Englisch

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Beschreibung
Written by one of the preeminent researchers in the field, this provides a comprehensive exposition of modern analysis of causation.
Written by one of the preeminent researchers in the field, this provides a comprehensive exposition of modern analysis of causation.
Über den Autor
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.
Inhaltsverzeichnis
1. Introduction to probabilities, graphs, and causal models; 2. A theory of inferred causation; 3. Causal diagrams and the identification of causal effects; 4. Actions, plans, and direct effects; 5. Causality and structural models in social science and economics; 6. Simpson's paradox, confounding, and collapsibility; 7. The logic of structure-based counterfactuals; 8. Imperfect experiments: bounding effects and counterfactuals; 9. Probability of causation: interpretation and identification; 10. The actual cause.
Details
Erscheinungsjahr: 2009
Fachbereich: Allgemeines
Genre: Philosophie
Jahrhundert: Antike
Rubrik: Geisteswissenschaften
Thema: Lexika
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9780521895606
ISBN-10: 052189560X
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Pearl, Judea
Hersteller: Cambridge University Press
Maße: 260 x 183 x 31 mm
Von/Mit: Judea Pearl
Erscheinungsdatum: 19.11.2009
Gewicht: 1,101 kg
Artikel-ID: 107747990
Über den Autor
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.
Inhaltsverzeichnis
1. Introduction to probabilities, graphs, and causal models; 2. A theory of inferred causation; 3. Causal diagrams and the identification of causal effects; 4. Actions, plans, and direct effects; 5. Causality and structural models in social science and economics; 6. Simpson's paradox, confounding, and collapsibility; 7. The logic of structure-based counterfactuals; 8. Imperfect experiments: bounding effects and counterfactuals; 9. Probability of causation: interpretation and identification; 10. The actual cause.
Details
Erscheinungsjahr: 2009
Fachbereich: Allgemeines
Genre: Philosophie
Jahrhundert: Antike
Rubrik: Geisteswissenschaften
Thema: Lexika
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9780521895606
ISBN-10: 052189560X
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Pearl, Judea
Hersteller: Cambridge University Press
Maße: 260 x 183 x 31 mm
Von/Mit: Judea Pearl
Erscheinungsdatum: 19.11.2009
Gewicht: 1,101 kg
Artikel-ID: 107747990
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