Data Clustering: Theory, Algorithms, and Applications
Guojun Gan, York University;
Chaoqun Ma, Hunan University;
Jianhong Wu, York University
SIAM, 2007
ISBN: 978-0-898716-23-8;
Language: English
Written for students and engineers using data analysis, pattern recognition, and applied mathematics, this text provides a comprehensive introduction to cluster analysis. Beginning with the basics of cluster analysis, the book provides more than 50 clustering algorithms in groups according to specific baseline methodologies such as hierarchical, center-based, and search-based methods. Topics covered include scale conversion, data standardization and transformation, and hierarchical clustering techniques.
The book features a chapter on data clustering using MATLAB. In addition, sample MATLAB M-files are available in the appendix.
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