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The Inductive Constraint Programming Loop
CNRS, University of Montpellier, Montpellier, France.
DTAI, KU Leuven, Leuven, Belgium.ORCID iD: 0000-0002-6860-6303
DTAI, KU Leuven, Leuven, Belgium.
Insight, University College Cork, Ireland.
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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. 303-309Chapter in book (Refereed)
Abstract [en]

Constraint programming is used for a variety of real-world optimisa-tion problems, such as planning, scheduling and resource allocation prob-lems. At the same time, one continuously gathers vast amounts of dataabout these problems. Current constraint programming software does notexploit such data to update schedules, resources and plans. We propose anew framework, that we call theInductive Constraint Programming loop.In this approach data is gathered and analyzed systematically, in order todynamically revise and adapt constraints and optimization criteria. In-ductive Constraint Programming aims at bridging the gap between theareas of data mining and machine learning on the one hand, and constraintprogramming on the other hand.

Place, publisher, year, edition, pages
Cham: Springer International Publishing , 2016. p. 303-309
Series
Lecture Notes in Computer Science, ISSN 0302-9743, E-ISSN 1611-3349 ; 10101
National Category
Computer and Information Sciences
Identifiers
URN: urn:nbn:se:oru:diva-87272DOI: 10.1007/978-3-319-50137-6_12ISBN: 978-3-319-50136-9 (print)ISBN: 978-3-319-50137-6 (electronic)OAI: oai:DiVA.org:oru-87272DiVA, id: diva2:1499298
Available from: 2020-11-09 Created: 2020-11-09 Last updated: 2020-11-09Bibliographically approved

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