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Data Mining and Constraint Programming 2016

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Christian Bessiere, Luc De Raedt, Lars Kotthoff, Siegfried Nijssen, Barry O'Sullivan, Dino Pedreschi:
Data Mining and Constraint Programming - Foundations of a Cross-Disciplinary Approach. Lecture Notes in Computer Science 10101, Springer 2016, ISBN 978-3-319-50136-9

Background

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Barry Hurley, Barry O'Sullivan:
Introduction to Combinatorial Optimisation in Numberjack. 3-24
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Valerio Grossi, Dino Pedreschi, Franco Turini:
Data Mining and Constraints: An Overview. 25-48

Learning to Model

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Christian Bessiere, Abderrazak Daoudi, Emmanuel Hebrard, George Katsirelos, Nadjib Lazaar, Younes Mechqrane, Nina Narodytska, Claude-Guy Quimper, Toby Walsh:
New Approaches to Constraint Acquisition. 51-76
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Nicolas Beldiceanu, Helmut Simonis:
ModelSeeker: Extracting Global Constraint Models from Positive Examples. 77-95
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Luc De Raedt, Anton Dries, Tias Guns, Christian Bessiere:
Learning Constraint Satisfaction Problems: An ILP Perspective. 96-112
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Andrea Passerini:
Learning Modulo Theories. 113-146

Learning to Solve

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Lars Kotthoff:
Algorithm Selection for Combinatorial Search Problems: A Survey. 149-190
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Barry Hurley, Lars Kotthoff, Yuri Malitsky, Deepak Mehta, Barry O'Sullivan:
Advanced Portfolio Techniques. 191-225
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Amine Balafrej, Christian Bessiere, Anastasia Paparrizou, Gilles Trombettoni:
Adapting Consistency in Constraint Solving. 226-253

Constraint Programming for Data Mining

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Anton Dries, Tias Guns, Siegfried Nijssen, Behrouz Babaki, Thanh Le Van, Benjamin Négrevergne, Sergey Paramonov, Luc De Raedt:
Modeling in MiningZinc. 257-281
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Valerio Grossi, Tias Guns, Anna Monreale, Mirco Nanni, Siegfried Nijssen:
Partition-Based Clustering Using Constraint Optimization. 282-299

Showcases

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Christian Bessiere, Luc De Raedt, Tias Guns, Lars Kotthoff, Mirco Nanni, Siegfried Nijssen, Barry O'Sullivan, Anastasia Paparrizou, Dino Pedreschi, Helmut Simonis:
The Inductive Constraint Programming Loop. 303-309
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Mirco Nanni, Lars Kotthoff, Riccardo Guidotti, Barry O'Sullivan, Dino Pedreschi:
ICON Loop Carpooling Show Case. 310-324
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Barry Hurley, Lars Kotthoff, Barry O'Sullivan, Helmut Simonis:
ICON Loop Health Show Case. 325-333
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Barry Hurley, Barry O'Sullivan, Helmut Simonis:
ICON Loop Energy Show Case. 334-347

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