Data Mining and Constraint Programming

Foundations of a Cross-Disciplinary Approach

AvChristian Bessiere,Luc De Raedt

Häftad, Engelska, 2016

Del 10101 i serien Lecture Notes in Computer Science

553 kr

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Beskrivning

It would not only allow one to use data mining techniques in constraint programming to identify and update constraints and optimization criteria, but also to employ constraints and criteria in data mining and machine learning in order to discover models compatible with prior knowledge.

Produktinformation

Utgivningsdatum:2016-12-06
Mått:155 x 235 x 20 mm
Vikt:552 g
Format:Häftad
Språk:Engelska
Serie:Lecture Notes in Computer Science
Antal sidor:349
Förlag:Springer International Publishing AG
ISBN:9783319501369

Utforska kategorier

Systemvetenskap och AI inom Data och IT
Artificiell intelligens inom Data och IT
Tillämpad datateknik inom Data och IT

Innehållsförteckning

Introduction to Combinatorial Optimisation in Numberjack.- Data Mining and Constraints: An Overview.- New Approaches to Constraint Acquisition.- ModelSeeker: Extracting Global Constraint Models from Positive Examples.- Learning Constraint Satisfaction Problems: An ILP Perspective.- Learning Modulo Theories.- Algorithm Selection for Combinatorial Search Problems: A Survey.- Adapting Consistency in Constraint Solving.- Modeling in MiningZinc.- Partition-Based Clustering Using Constraint Optimisation.- The Inductive Constraint Programming Loop.- ICON Loop Carpooling Show Case.- ICON Loop Health Show Case.- ICON Loop Energy Show Case.