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Synopsis
The tremendous size of data in nowadays world web invokes many data mining techniques. The recent emergence of some new data mining techniques provide also many interesting induction rules. So, it’s important to process these induction rules in order to extract some new strong patterns called meta-rules. This work explores this concept by proposing a new support for induction rules clustering. Besides, a new clustering approach based on multilevel paradigm...
- PublisherLAP LAMBERT Academic Publishing
- Publication date2018
- ISBN 10 3659634557
- ISBN 13 9783659634550
- BindingPaperback
- LanguageEnglish
- Number of pages52
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Multilevel Clustering of Induction Rules: Application on Scalable Cognitive Agent
Published by
LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
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Softcover
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Multilevel Clustering of Induction Rules
Published by
LAP LAMBERT Academic Publishing Jul 2018, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
New
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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -The tremendous size of data in nowadays world web invokes many data mining techniques. The recent emergence of some new data mining techniques provide also many interesting induction rules. So, it's important to process these induction rules in order to extract some new strong patterns called meta-rules. This work explores this concept by proposing a new support for induction rules clustering. Besides, a new clustering approach based on multilevel paradigm called multilevel clustering is developed for the purpose of treating large scale knowledge sets. The approach invokes k-means algorithm to cluster induction rules using new designed similarity measures. The developed module have been implemented in the core of the cognitive agent, in order to speed up its reasoning. This new architecture called Multilevel Miner Intelligent Agent (MMIA) is tested on four public benchmarks that contain 25000 rules, and compared to the classical one. As foreseeable, the multilevel clustering outperforms clearly the basic k-means algorithm on both the execution time and success rate criteria. 52 pp. Englisch. Seller Inventory # 9783659634550
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Multilevel Clustering of Induction Rules: Application on Scalable Cognitive Agent
Published by
LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
New
Softcover
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Multilevel Clustering of Induction Rules : Application on Scalable Cognitive Agent
Published by
LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
New
Taschenbuch
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - The tremendous size of data in nowadays world web invokes many data mining techniques. The recent emergence of some new data mining techniques provide also many interesting induction rules. So, it's important to process these induction rules in order to extract some new strong patterns called meta-rules. This work explores this concept by proposing a new support for induction rules clustering. Besides, a new clustering approach based on multilevel paradigm called multilevel clustering is developed for the purpose of treating large scale knowledge sets. The approach invokes k-means algorithm to cluster induction rules using new designed similarity measures. The developed module have been implemented in the core of the cognitive agent, in order to speed up its reasoning. This new architecture called Multilevel Miner Intelligent Agent (MMIA) is tested on four public benchmarks that contain 25000 rules, and compared to the classical one. As foreseeable, the multilevel clustering outperforms clearly the basic k-means algorithm on both the execution time and success rate criteria. Seller Inventory # 9783659634550
Quantity: 1 available
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Multilevel Clustering of Induction Rules: Application on Scalable Cognitive Agent
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LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
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Multilevel Clustering of Induction Rules
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LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Chemchem AmineDr. Amine Chemchem - PhD in computer science, Saad Dahlab University, Department of Informatics.The tremendous size of data in nowadays world web invokes many data mining techniques. The recent emergence of some new. Seller Inventory # 385768252
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Multilevel Clustering of Induction Rules: Application on Scalable Cognitive Agent
Published by
LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
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Paperback. Condition: Brand New. 52 pages. 8.66x5.91x0.12 inches. In Stock. Seller Inventory # 3659634557
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Multilevel Clustering of Induction Rules: Application on Scalable Cognitive Agent
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LAP LAMBERT Academic Publishing, 2018
ISBN 10: 3659634557
ISBN 13: 9783659634550
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paperback
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