Data Clustering: Theory, Algorithms, and Applications: ASA-SIAM Series on Statistics & Applied Probability
Autor Guojun Gan, Chaoqun Ma, Jianhong Wuen Limba Engleză Paperback – 12 iul 2007
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Specificații
ISBN-13: 9780898716238
ISBN-10: 0898716233
Pagini: 184
Dimensiuni: 174 x 247 x 26 mm
Greutate: 0 kg
Editura: Society for Industrial and Applied Mathematics
Colecția Society for Industrial and Applied Mathematics
Seria ASA-SIAM Series on Statistics & Applied Probability
Locul publicării:Philadelphia, United States
ISBN-10: 0898716233
Pagini: 184
Dimensiuni: 174 x 247 x 26 mm
Greutate: 0 kg
Editura: Society for Industrial and Applied Mathematics
Colecția Society for Industrial and Applied Mathematics
Seria ASA-SIAM Series on Statistics & Applied Probability
Locul publicării:Philadelphia, United States
Cuprins
Preface; Part I. Clustering, Data and Similarity Measures: 1. Data clustering; 2. DataTypes; 3. Scale conversion; 4. Data standardization and transformation; 5. Data visualization; 6. Similarity and dissimilarity measures; Part II. Clustering Algorithms: 7. Hierarchical clustering techniques; 8. Fuzzy clustering algorithms; 9. Center Based Clustering Algorithms; 10. Search based clustering algorithms; 11. Graph based clustering algorithms; 12. Grid based clustering algorithms; 13. Density based clustering algorithms; 14. Model based clustering algorithms; 15. Subspace clustering; 16. Miscellaneous algorithms; 17. Evaluation of clustering algorithms; Part III. Applications of Clustering: 18. Clustering gene expression data; Part IV. Matlab and C++ for Clustering: 19. Data clustering in Matlab; 20. Clustering in C/C++; A. Some clustering algorithms; B. Thekd-tree data structure; C. Matlab Codes; D. C++ Codes; Subject index; Author index.
Notă biografică
Guojun Gan is a Ph.D. candidate in the Department of Mathematics and Statistics at York University, Ontario, Canada.
Descriere
Reference and compendium of algorithms for pattern recognition, data mining and statistical computing.