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Grouping Multidimensional Data: Recent Advances in Clustering
Hardcover
General ComputersSystem Administration
ISBN13: 9783540283485
Publisher: Springer Pg
Published: Dec 16 2005
Pages: 268
Weight: 1.19
Height: 0.80 Width: 6.45 Depth: 9.40
Language: English
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.
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