Book Volume 10101 2016

Data Mining and Constraint Programming

Foundations of a Cross-Disciplinary Approach

ISBN: 978-3-319-50136-9 (Print) 978-3-319-50137-6 (Online)

Table of contents (15 chapters)

  1. Front Matter

    Pages I-XII

  2. Background

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-24

      Introduction to Combinatorial Optimisation in Numberjack

    3. No Access

      Chapter

      Pages 25-48

      Data Mining and Constraints: An Overview

  3. Learning to Model

    1. Front Matter

      Pages 49-49

    2. No Access

      Chapter

      Pages 51-76

      New Approaches to Constraint Acquisition

    3. No Access

      Chapter

      Pages 77-95

      ModelSeeker: Extracting Global Constraint Models from Positive Examples

    4. No Access

      Chapter

      Pages 96-112

      Learning Constraint Satisfaction Problems: An ILP Perspective

    5. No Access

      Chapter

      Pages 113-146

      Learning Modulo Theories

  4. Learning to Solve

    1. Front Matter

      Pages 147-147

    2. No Access

      Chapter

      Pages 149-190

      Algorithm Selection for Combinatorial Search Problems: A Survey

    3. No Access

      Chapter

      Pages 191-225

      Advanced Portfolio Techniques

    4. No Access

      Chapter

      Pages 226-253

      Adapting Consistency in Constraint Solving

  5. Constraint Programming for Data Mining

    1. Front Matter

      Pages 255-255

    2. No Access

      Chapter

      Pages 257-281

      Modeling in MiningZinc

    3. No Access

      Chapter

      Pages 282-299

      Partition-Based Clustering Using Constraint Optimization

  6. Showcases

    1. Front Matter

      Pages 301-301

    2. No Access

      Chapter

      Pages 303-309

      The Inductive Constraint Programming Loop

    3. No Access

      Chapter

      Pages 310-324

      ICON Loop Carpooling Show Case

    4. No Access

      Chapter

      Pages 325-333

      ICON Loop Health Show Case

    5. No Access

      Chapter

      Pages 334-347

      ICON Loop Energy Show Case

  7. Back Matter

    Pages 349-349