Grouping Multidimensional Data

Table of contents (8 chapters)

1. Front Matter

   Pages I-XII

   Download PDF (132KB)

2. 

   Chapter

   Pages 1-23

   The Star Clustering Algorithm for Information Organization

   J.A. Aslam, E. Pelekhov, D. Rus

3. 

   Chapter

   Pages 25-71

   A Survey of Clustering Data Mining Techniques

   P. Berkhin

4. 

   Chapter

   Pages 73-97

   Similarity-Based Text Clustering: A Comparative Study

   J. Ghosh, A. Strehl

5. 

   Chapter

   Pages 99-126

   Clustering Very Large Data Sets with Principal Direction Divisive Partitioning

   D. Littau, D. Boley

6. 

   Chapter

   Pages 127-160

   Clustering with Entropy-Like k-Means Algorithms

   M. Teboulle, P. Berkhin, I. Dhillon, Y. Guan, J. Kogan

7. 

   Chapter

   Pages 161-185

   Sampling Methods for Building Initial Partitions

   Z. Volkovich, J. Kogan, C. Nicholas

8. 

   Chapter

   Pages 187-210

   TMG: A MATLAB Toolbox for Generating Term-Document Matrices from Text Collections

   D. Zeimpekis, E. Gallopoulos

9. 

   Chapter

   Pages 211-237

   Criterion Functions for Clustering on High-Dimensional Data

   Y. Zhao, G. Karypis

10. Back Matter

    Pages 239-268

    Download PDF (213KB)