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Learning Constraint Satisfaction Problems: an ILP Perspective
DTAI, KU Leuven, Belgium.ORCID iD: 0000-0002-6860-6303
DTAI, KU Leuven, Belgium.
DTAI, KU Leuven, Belgium.
CNRS, University of Montpellier, Montpellier, France.
2016 (English)In: Data Mining and Constraint Programming: Foundations of a Cross-Disciplinary Approach / [ed] Christian Bessiere, Luc De Raedt, Lars Kotthoff, Siegfried Nijssen, Barry O'Sullivan, Dino Pedreschi, Cham: Springer International Publishing , 2016, p. 96-112Chapter in book (Refereed)
Abstract [en]

We investigate the problem of learning constraint satisfac-tion problems from an inductive logic programming perspective. Con-straint satisfaction problems are the underlying basis for constraint pro-gramming and there is a long standing interest in techniques for learningthese. Constraint satisfaction problems are often described using a rela-tional logic, so inductive logic programming is a natural candidate forlearning such problems. So far, there is however only little work on theintersection between learning constraint satisfaction problems and induc-tive logic programming. In this article, we point out several similaritiesand di↵erences between the two classes of techniques that may inspirefurther cross-fertilization between these two fields.

Place, publisher, year, edition, pages
Cham: Springer International Publishing , 2016. p. 96-112
Series
Lecture Notes in Computer Science, ISSN 0302-9743 ; 10101
National Category
Computer and Information Sciences
Identifiers
URN: urn:nbn:se:oru:diva-87271ISBN: 9783319501376 (print)OAI: oai:DiVA.org:oru-87271DiVA, id: diva2:1499292
Available from: 2020-11-09 Created: 2020-11-09 Last updated: 2020-11-09Bibliographically approved

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