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Ekspert - og vidensbaserede systemer

Data Mining and Constraint Programming

Foundations of a Cross-Disciplinary Approach

Udgivet af Springer International Publishing AG

Bogdetaljer

  • Hæftet
  • 349 sider
  • Engelsk
ISBN 9783319501369
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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 cons…

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Bogdetaljer
Forlag Springer International Publishing AG
Kategori Ekspert - og vidensbaserede systemer
ISBN-13 9783319501369
EAN 9783319501369
Format Hæftet
Sprog Engelsk
sider 349
Undertitel - Foundations of a Cross-Disciplinary Approach
Produktbeskrivelse
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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