Data Clustering: Theory, Algorithms, and Applications

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9780898716238: Data Clustering: Theory, Algorithms, and Applications
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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.

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Descrizione del libro:

This book enables readers and users to easily identify an appropriate algorithm for their applications and compare novel ideas with existing results. Application areas include pattern recognition, artificial intelligence, information technology, image processing, biology, psychology, and marketing. A valuable tool and reference for applied statisticians; engineers, scientists and applied mathematicians.

L'autore:

Guojun Gan is a Ph.D. candidate in the Department of Mathematics and Statistics at York University, Ontario, Canada.

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Guojun Gan, Chaoqun Ma, Jianhong Wu
Editore: Society for Industrial Applied Mathematics,U.S., United States (2007)
ISBN 10: 0898716233 ISBN 13: 9780898716238
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Descrizione libro Society for Industrial Applied Mathematics,U.S., United States, 2007. Paperback. Condizione: New. Language: English . Brand New Book. 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. Codice articolo AAN9780898716238

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Gan, Guojun
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Descrizione libro Society for Industrial and Applied Mathematics, 2007. PAP. Condizione: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Codice articolo CE-9780898716238

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Guojun Gan, Chaoqun Ma, Jianhong Wu
Editore: Society for Industrial Applied Mathematics,U.S., United States (2007)
ISBN 10: 0898716233 ISBN 13: 9780898716238
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Descrizione libro Society for Industrial Applied Mathematics,U.S., United States, 2007. Paperback. Condizione: New. Language: English . Brand New Book. 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. Codice articolo AAN9780898716238

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Descrizione libro Society for Industrial & Applied, 2007. Paperback. Condizione: Brand New. illustrated edition. 466 pages. 9.75x7.00x1.00 inches. In Stock. Codice articolo __0898716233

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Descrizione libro SIAM, Society for Industrial and Applied Mathematics, 2007. Condizione: New. book. Codice articolo MB010WFQQLO

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Gan, Guojun, Ma, Chaoqun, Wu, Jianhong
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Descrizione libro SIAM, Society for Industrial a, 2007. Paperback. Condizione: New. Never used!. Codice articolo P110898716233

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