Data Mining and Constraint Programming: Lecture Notes in Artificial Intelligence
Editat de Christian Bessiere, Luc De Raedt, Lars Kotthoff, Siegfried Nijssen, Barry O'Sullivan, Dino Pedreschien Limba Engleză Paperback – 6 dec 2016
This book reports on some key results obtained on this integrated and cross- disciplinary approach within the European FP7 FET Open project no. 284715 on “Inductive Constraint Programming” and a number of associated workshops and Dagstuhl seminars. The book is structured in five parts: background; learning to model; learning to solve; constraint programming for data mining; and showcases.
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Specificații
ISBN-13: 9783319501369
ISBN-10: 3319501364
Pagini: 364
Ilustrații: XII, 349 p. 73 illus.
Dimensiuni: 155 x 235 x 20 mm
Greutate: 0.55 kg
Editura: Springer
Seria Lecture Notes in Artificial Intelligence
Locul publicării:Cham, Switzerland
ISBN-10: 3319501364
Pagini: 364
Ilustrații: XII, 349 p. 73 illus.
Dimensiuni: 155 x 235 x 20 mm
Greutate: 0.55 kg
Editura: Springer
Seria Lecture Notes in Artificial Intelligence
Locul publicării:Cham, Switzerland
Cuprins
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.
Caracteristici
Reports on key results obtained in the field of data mining and constraint programming Integrated and cross-disciplinary approach Features state-of-the art research Includes supplementary material: sn.pub/extras