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Introduction To Clustering Large And High Dimensional Data

ISBN: 9780521617932

作者: Jacob Kogan

出版社: Cambridge Univ Pr

出版年: 2006.11

页数: 222

定价: $ 45.20

装帧: Pap

内容简介


Contents:

1. Introduction and motivation;

2. Quadratic k-means algorithm;

3. BIRCH;

4. Spherical k-means algorithm;

5. Linear algebra techniques;

6. Information-theoretic clustering;

7. Clustering with optimization techniques;

8. k-means clustering with divergence;

9. Assessment of clustering results;

10. Appendix: Optimization and Linear Algebra Background;

11. Solutions to selected problems.

作者简介


Department of Mathematics and Statistics

University of Maryland Baltimore County

目录