| Description |
1 online resource (xii, 268 pages) : illustrations |
| Contents |
Star clustering algorithm for information organization / J.A. Aslam, E. Pelekhov and D. Rus -- survey of clustering data mining techniques / P. Berkhin -- Similarity-based text clustering : a comparative study / J. Ghosh and A. Strehi -- Clustering very large data sets with principal direction divisive partitioning / D. Littau and D. Boley -- Clustering with entropy-like k-means algorithms / M. Teboulle, P. Berkhin, I. Dhillon, Y. Guan and J. Kogan -- Sampling methods for building initial partitions / Z. Volkovich, J. Kogan and C. Nicholas -- TMG : a MATLAB toolbox for generating term-document matrices from text collections / D. Zeimpekis and E. Gallopoulos -- Criterion functions for clustering on high-dimensional data / Y. Zhao and G. Karypis |
| Summary |
"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, optimization 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."--Jacket |
| Bibliography |
Includes bibliographical references (pages 239-264) and index |
| Notes |
English |
|
Print version record |
| In |
Springer e-books |
| Subject |
Cluster analysis.
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Data mining.
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Cluster analysis
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Cluster analysis -- Data processing
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Data Mining
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MATHEMATICS -- Probability & Statistics -- General.
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Data mining.
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Cluster analysis.
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Informatique.
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Cluster analysis
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Data mining
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Gegevensverzameling.
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Gegevensmodellering.
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| Form |
Electronic book
|
| Author |
Kogan, Jacob, 1954-
|
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Nicholas, Charles K., 1957-
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Teboulle, M
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| LC no. |
2005933258 |
| ISBN |
9783540283492 |
|
3540283498 |
|
354028348X |
|
9783540283485 |
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6610460884 |
|
9786610460885 |
|
3642066542 |
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9783642066542 |
|
