Parallel Mining of Association Rules Using a Lattice Based Approach: Mining of Association Rules - Softcover

Thomas, Wessel

 
9783846502068: Parallel Mining of Association Rules Using a Lattice Based Approach: Mining of Association Rules
Softcover
ISBN 10: 3846502065 ISBN 13: 9783846502068
Verlag: LAP LAMBERT Academic Publishing, 2011

Inhaltsangabe

The discovery of interesting patterns from database transactions is one of the major problems in knowledge discovery in database. One such interesting pattern is the association rules extracted from these transactions. The goal of this research was to develop and implement a parallel algorithm for mining association rules. We implemented a parallel algorithm that used a lattice approach for mining association rules. The Dynamic Distributed Rule Mining (DDRM) is a lattice-based algorithm that partitions the lattice into sublattices to be assigned to processors for processing and identification of frequent itemsets. We implemented the DDRM using a dynamic load balancing approach to assign classes to processors for analysis of these classes in order to determine if there are any rules present in them. Experimental results show that DDRM utilizes the processors efficiently and performed better than the prefix-based and Partition algorithms that use a static approach to assign classes to the processors. The DDRM algorithm scales well and shows good speedup.

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Über die Autorin bzw. den Autor

Dr. Thomas is a Principal Lecturer in the School of Computing and Information Technology, University of Technology, Jamaica. His research interests include data mining, parallel algorithm design, computer graphics and high performance computing. Dr. Thomas is the author of numerous conference presentations. He is a member of IEEE and ACM.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2011
Sprache
Englisch
ISBN 10 
3846502065
ISBN 13 
9783846502068
Einband
Taschenbuch
Anzahl der Seiten
252
Kontakt zum Hersteller
Nicht verfügbar
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