Data clustering using the Bees Algorithm and the Kd-Tree structure

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Flexible data management strategies to improve the performance of some clustering algorithms

ISBN: 3846542709
ISBN 13: 9783846542705
Autor: Al-Jabbouli, Hasan
Verlag: LAP LAMBERT Academic Publishing
Umfang: 208 S.
Erscheinungsdatum: 17.11.2011
Auflage: 1/2011
Format: 1.3 x 22 x 15
Gewicht: 328 g
Produktform: Kartoniert
Einband: KT
Artikelnummer: 1383525 Kategorie:

Beschreibung

The most popular techniques of data clustering, which is a main task of data mining and a common technique used in many fields, are the K-means and C-means algorithms. Clustering using the K-means or C-means algorithms generally is fast and produces good results. Although these algorithms have been successfully implemented in several areas, they still have a number of limitations. The main aim of this work is to develop flexible data management strategies to address some of those limitations and improve the performance of the algorithms.

Autorenporträt

Dr. Hasan Al-Jabbouli has obtained his PhD. in Data Mining and Machine Learning in 2010. He is a senior lecturer in Database Systems at the School of Information Technology Engineering, Albaath University in Syria.He is the author of several articles published in reputed journals and is a member of different international working groups.

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