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Clustering is 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. Kogan and his co-editors have put together recent advances in clustering large and high-dimension data. Their volume addresses new topics and methods which are central to modern data analysis, 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. The level of detail, the breadth of coverage, and the comprehensive bibliography make this book a perfect fit for researchers and graduate students in data mining and in many other important related application areas.
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Previews available in: English
Subjects
Cluster analysis, Data mining, Dimensional analysis, Computer science, Information storage and retrieval systems, Optical pattern recognition, Mathematical statistics, Information Storage and Retrieval, Statistical Theory and Methods, Math Applications in Computer Science, Statistics and Computing/Statistics Programs, Pattern RecognitionEdition | Availability |
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1
Grouping Multidimensional Data: Recent Advances in Clustering
Feb 12, 2010, Springer
paperback
3642066542 9783642066542
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2
Grouping Multidimensional Data: Recent Advances in Clustering
February 10, 2006, Springer
Hardcover
in English
- 1 edition
354028348X 9783540283485
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Source title: Grouping Multidimensional Data: Recent Advances in Clustering
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- Created October 12, 2020
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