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Data Mining and Constraint Programming

- Foundations of a Cross-Disciplinary Approach
Engelsk Paperback

Data Mining and Constraint Programming

- Foundations of a Cross-Disciplinary Approach
Engelsk Paperback
Tjek vores konkurrenters priser

A successful integration of constraint programming and data mining has the potential to lead to a new ICT paradigm with far reaching implications. It could change the face of data mining and machine learning, as well as constraint programming technology. 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.

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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A successful integration of constraint programming and data mining has the potential to lead to a new ICT paradigm with far reaching implications. It could change the face of data mining and machine learning, as well as constraint programming technology. 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.

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. 

Produktdetaljer
Sprog: Engelsk
Sider: 349
ISBN-13: 9783319501369
Indbinding: Paperback
Udgave:
ISBN-10: 3319501364
Udg. Dato: 6 dec 2016
Længde: 0mm
Bredde: 155mm
Højde: 235mm
Forlag: Springer International Publishing AG
Oplagsdato: 6 dec 2016
Forfatter(e):
Forfatter(e)


Kategori Ekspert - og vidensbaserede systemer


ISBN-13 9783319501369


Sprog Engelsk


Indbinding Paperback


Sider 349


Udgave


Længde 0mm


Bredde 155mm


Højde 235mm


Udg. Dato 6 dec 2016


Oplagsdato 6 dec 2016


Forlag Springer International Publishing AG