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Inductive Logic Programming is a young and rapidly growing field combining machine learning and logic programming. This self-contained tutorial is the first theoretical introduction to ILP; it provides the reader with a rigorous and sufficiently broad basis for future research in the area.
In the first part, a thorough treatment of first-order logic, resolution-based theorem proving, and logic programming is given. The second part introduces the main concepts of ILP and systematically develops the most important results on model inference, inverse resolution, unfolding, refinement operators, least generalizations, and ways to deal with background knowledge. Furthermore, the authors give an overview of PAC learning results in ILP and of some of the most relevant implemented systems.
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
Contenuti
Propositional logic.- First-order logic.- Normal forms and Herbrand models.- Resolution.- Subsumption theorem and refutation completeness.- Linear and input resolution.- SLD-resolution.- SLDNF-resolution.- What is inductive logic programming?.- The framework for model inference.- Inverse resolution.- Unfolding.- The lattice and cover structure of atoms.- The subsumption order.- The implication order.- Background knowledge.- Refinement operators.- PAC learning.- Further topics.
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Book by NienhuysCheng ShanHwei Wolf Ronald de
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- EditoreSpringer
- Data di pubblicazione2008
- ISBN 10 3540629270
- ISBN 13 9783540629276
- RilegaturaCopertina flessibile
- LinguaInglese
- Numero di pagine428
- Contatto del produttorenon disponibile
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Foundations of inductive logic programming. Lecture notes in computer science ; Vol. 1228 : Lecture notes in artificial intelligence
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Berlin ; Heidelberg ; Singapore ; Tokyo ; New York ; Barcelona ; Budapest ; Hong Kong ; London ; Milan ; Paris ; Santa Clara : Springer, 1997
ISBN 10: 3540629270
ISBN 13: 9783540629276
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Broschiert. Condizione: Gut. 404 Seiten; Das hier angebotene Buch stammt aus einer teilaufgelösten wissenschaftlichen Bibliothek und trägt die entsprechenden Kennzeichnungen (Rückenschild, Instituts-Stempel.); leichte altersbedingte Anbräunung des Papiers; der Buchzustand ist ansonsten ordentlich und dem Alter entsprechend gut. Einbandkanten sind leicht bestoßen. In ENGLISCHER Sprache. Sprache: Englisch Gewicht in Gramm: 570. Codice articolo 1797420
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Foundations of Inductive Logic Programming
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Springer-Verlag Berlin and Heidelberg GmbH & Co. K, 1997
ISBN 10: 3540629270
ISBN 13: 9783540629276
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Softcover. Condizione: Très bon. Ancien livre de bibliothèque avec équipements. Couverture différente. Edition 1997. Ammareal reverse jusqu'à 15% du prix net de cet article à des organisations caritatives. ENGLISH DESCRIPTION Book Condition: Used, Very good. Former library book. Different cover. Edition 1997. Ammareal gives back up to 15% of this item's net price to charity organizations. Codice articolo G-083-829
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Foundations of Inductive Logic Programming
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Springer Berlin Heidelberg, 1997
ISBN 10: 3540629270
ISBN 13: 9783540629276
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Kartoniert / Broschiert. Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Inductive Logic Programming is a young and rapidly growing field combining machine learning and logic programming. This self-contained tutorial is the first theoretical introduction to ILP it provides the reader with a rigorous and sufficiently broad basis. Codice articolo 4896131
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Foundations of Inductive Logic Programming
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Springer Berlin Heidelberg Apr 1997, 1997
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ISBN 13: 9783540629276
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Taschenbuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Inductive Logic Programming is a young and rapidly growing field combining machine learning and logic programming. This self-contained tutorial is the first theoretical introduction to ILP; it provides the reader with a rigorous and sufficiently broad basis for future research in the area.In the first part, a thorough treatment of first-order logic, resolution-based theorem proving, and logic programming is given. The second part introduces the main concepts of ILP and systematically develops the most important results on model inference, inverse resolution, unfolding, refinement operators, least generalizations, and ways to deal with background knowledge. Furthermore, the authors give an overview of PAC learning results in ILP and of some of the most relevant implemented systems. 428 pp. Englisch. Codice articolo 9783540629276
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Foundations of Inductive Logic Programming
Editore:
Springer Berlin Heidelberg, 1997
ISBN 10: 3540629270
ISBN 13: 9783540629276
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Da: AHA-BUCH GmbH, Einbeck, Germania
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Taschenbuch. Condizione: Neu. Druck auf Anfrage Neuware - Printed after ordering - Inductive Logic Programming is a young and rapidly growing field combining machine learning and logic programming. This self-contained tutorial is the first theoretical introduction to ILP; it provides the reader with a rigorous and sufficiently broad basis for future research in the area.In the first part, a thorough treatment of first-order logic, resolution-based theorem proving, and logic programming is given. The second part introduces the main concepts of ILP and systematically develops the most important results on model inference, inverse resolution, unfolding, refinement operators, least generalizations, and ways to deal with background knowledge. Furthermore, the authors give an overview of PAC learning results in ILP and of some of the most relevant implemented systems. Codice articolo 9783540629276
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Foundations of Inductive Logic Programming
Editore:
Springer Berlin Heidelberg Apr 1997, 1997
ISBN 10: 3540629270
ISBN 13: 9783540629276
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Taschenbuch
Da: buchversandmimpf2000, Emtmannsberg, BAYE, Germania
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Taschenbuch. Condizione: Neu. Neuware -Inductive Logic Programming is a young and rapidly growing field combining machine learning and logic programming. This self-contained tutorial is the first theoretical introduction to ILP; it provides the reader with a rigorous and sufficiently broad basis for future research in the area.In the first part, a thorough treatment of first-order logic, resolution-based theorem proving, and logic programming is given. The second part introduces the main concepts of ILP and systematically develops the most important results on model inference, inverse resolution, unfolding, refinement operators, least generalizations, and ways to deal with background knowledge. Furthermore, the authors give an overview of PAC learning results in ILP and of some of the most relevant implemented systems.Springer-Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 428 pp. Englisch. Codice articolo 9783540629276
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Foundations of Inductive Logic Programming (Lecture Notes in Computer Science, 1228)
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Foundations of Inductive Logic Programming (Lecture Notes in Computer Science, 1228)
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Foundations of Inductive Logic Programming (Lecture Notes in Computer Science, 1228)
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paperback. Condizione: New. In shrink wrap. Looks like an interesting title! Codice articolo Q-3540629270
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