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Inductive Logic Programming
2017 (English)In: Encyclopedia of machine learning and data mining / [ed] Claude Sammut, Geoffrey I. Webb, New York: Springer-Verlag New York, 2017Chapter in book (Other academic)
Abstract [en]

Inductive logic programming is the subfield of machine learning that uses  first-order logic to represent hypotheses and data. Because first-order logic is expressive and declarative, inductive logic programming specifically targets problems involving structured data and background knowledge. Inductive logic programming tackles a wide variety of problems in machine learning, including classification, regression, clustering, and reinforcement learning, often using “upgrades” of existing propositional machine learning systems. It relies on logic for knowledge representation and reasoning purposes. Notions of coverage, generality, and operators for traversing the space of hypotheses are grounded in logic, see also  logic of generality. Inductive logic programming systems have been applied to important applications in bio- and chemo-informatics, natural language processing,...

Place, publisher, year, edition, pages
New York: Springer-Verlag New York, 2017.
Keywords [en]
Learning in logic; Multi-relational data mining; Relational data mining; Relational learning
National Category
Computer and Information Sciences
Identifiers
URN: urn:nbn:se:oru:diva-87126DOI: 10.1007/978-0-387-30164-8_396ISBN: 9781489976857 (print)ISBN: 9781489976871 (electronic)OAI: oai:DiVA.org:oru-87126DiVA, id: diva2:1496099
Available from: 2020-11-04 Created: 2020-11-04 Last updated: 2020-11-05Bibliographically approved

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De Raedt, Luc

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