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Data Clustering: Theory, Algorithms, and Applications

Name: Data Clustering: Theory, Algorithms, and Applications
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 02050196
Availability: OutOfStock
Author: Guojun GanChaoqun MaJianhong Wu
ISBN: 9780898716238

Guojun GanChaoqun MaJianhong Wu

Language

English

Book Paperback

Libristo code: 02050196

Publishers Society for Industrial & Applied Mathematics,U.S., May 2007

Cluster analysis is an unsupervised process that divides a set of objects into homogeneous groups. T... Full description

Libristo code: 02050196

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Cluster analysis is an unsupervised process that divides a set of objects into homogeneous groups. This book starts with basic information on cluster analysis, including the classification of data and the corresponding similarity measures, followed by the presentation of over 50 clustering algorithms in groups according to some specific baseline methodologies such as hierarchical, centre-based, and search-based methods. As a result, readers and users can easily identify an appropriate algorithm for their applications and compare novel ideas with existing results. The book also provides examples of clustering applications to illustrate the advantages and shortcomings of different clustering architectures and algorithms. Application areas include pattern recognition, artificial intelligence, information technology, image processing, biology, psychology, and marketing. Suitable as a textbook for an introductory course in cluster analysis or as source material for a graduate-level introduction to data mining.