Kogan Grouping Multidimensional Data

Grouping Multidimensional Data

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Recent Advances in Clustering

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Beschreibung

One of the most fundamental and essential data analysis techniques, clustering can be used as an independent data mining task to discern intrinsic characteristics of data, or as a preprocessing step with the clustering results then used for classification, correlation analysis, or anomaly detection. This book brings together recent advances in clustering large and high-dimension data, with particular emphasis on linear algebra tools, opimization methods and statistical techniques. The contributions, written by leading researchers from both academia and industry, cover theoretical basics as well as application and evaluation of algorithms, and thus provide an excellent state-of-the-art overview.


Includes supplementary material: sn.pub/extras

Autor*in

Jacob Kogan

Themen in »Grouping Multidimensional Data«

Excel LA MATLAB algorithms classification clustering algorithm correlation data analysis data clustering data mining text clustering text mining

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Details

ISBN: 9783540283492
Verlag: Springer Berlin
Erscheinung: 08.02.2006

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