Inductive Logic Programming: From Machine Learning to Software Engineering - Hardcover

Bergadano, Francesco; Gunetti, Daniele

 
9780262023931: Inductive Logic Programming: From Machine Learning to Software Engineering
Hardcover
ISBN 10: 0262023938 ISBN 13: 9780262023931
Verlag: MIT Press, 1995

Inhaltsangabe

Although Inductive Logic Programming (ILP) is generally thought of as a research areaat the intersection of machine learning and computational logic, Bergadano and Gunetti propose thatmost of the research in ILP has in fact come from machine learning, particularly in the evolution ofinductive reasoning from pattern recognition, through initial approaches to symbolic machinelearning, to recent techniques for learning relational concepts. In this book they provide anextended, up-to-date survey of ILP, emphasizing methods and systems suitable for softwareengineering applications, including inductive program development, testing, andmaintenance.Inductive Logic Programming includes a definition of the basic ILP problem and itsvariations (incremental, with queries, for multiple predicates and predicate inventioncapabilities), a description of bottom-up operators and techniques (such as least generalgeneralization, inverse resolution, and inverse implication), an analysis of top-down methods(mainly MIS and FOIL-like systems), and a survey of methods and languages for specifying inductivebias.Logic Programming series

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Über die Autorinnen und Autoren

Francesco Bergadano is Professor in the Department of Computer Science at the University of Turin.

Daniele Gunetti is Professor in the Department of Computer Science at the University of Turin.

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Verlag
MIT Press
Erscheinungsdatum
1995
Sprache
Englisch
ISBN 10 
0262023938
ISBN 13 
9780262023931
Einband
Tapa dura
Anzahl der Seiten
135
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Verantwortliche Person
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