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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.
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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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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, Berlin, New York, 1997
ISBN 10: 3540629270
ISBN 13: 9783540629276
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Soft cover. Condizione: Near Fine. Condizione sovraccoperta: Very Good. ISBN 3540629270. "Lecture Notes in Computer Science". In near fine grey and navy card, green and blue titles to front. The covers are tight, straight and very clean. Unmarked white end papers and cut edges. The text block is tightly bound, straight and clean - near fine plus condition - with no inscriptions etc. In very good green and black card dust jacket, yellow titles and diagram to front; piece of adhesive tape attached to middle area of front by back strip; otherwise clean. Codice articolo 50790
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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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Paperback. Condizione: new. Paperback. 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. Inductive Logic Programming is a young and rapidly growing field combining machine learning and logic programming. 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9783540629276
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