Mathematical classification and clustering /
The goal of the book is threefold: first, to serve as a reference for the enormous amount of existing clustering concepts and methods; second, to be used as a textbook; and, third, to present the author's and his Russian colleagues' results in the perspective of current developments.
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| Format: | eBook |
| Language: | English |
| Published: |
Dordrecht ; Boston :
Kluwer Academic Publishers,
[1996]
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| Series: | Nonconvex optimization and its applications ;
volume 11. |
| Subjects: | |
| Online Access: | Connect to the full text of this electronic book |
| Summary: | The goal of the book is threefold: first, to serve as a reference for the enormous amount of existing clustering concepts and methods; second, to be used as a textbook; and, third, to present the author's and his Russian colleagues' results in the perspective of current developments. Includes several unique features: It is the only book to contain an up-to-date review of clustering including the most recent theories about discrete clustering structures (subsets, partitions, hierarchies etc.) in their relation to data; an approximation framework is developed as a major construct substantiating and extending such existing approaches as agglomerative clustering and K-means method, and leading to new methods such as box and ideal type clustering, uniform partitioning, aggregation of flow tables, and principal cluster analysis; the opening chapter is devoted to a review of classification and clustering goals and forms prior to defining the scope and goals of clustering; a dozen real-world illustrative examples are interwoven throughout the exposition. The book will be useful to both specialists and students in the field of data analysis and clustering as well as in biology, psychology, economics, marketing research, artificial intelligence, and other scientific disciplines. |
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| Physical Description: | 1 online resource (xv, 428 pages) : illustrations. |
| Bibliography: | Includes bibliographical references (pages 399-422) and index. |
| ISBN: | 9781461304579 (electronic bk.) 1461304571 (electronic bk.) |