Publications

2007

• Weighted Graph Cuts without Eigenvectors: A Multilevel Approach (pdf, software)
  I. Dhillon, Y. Guan, B. Kulis.
  IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 29(11), pp. 1944-1957, November 2007.

2005

• Clustering with Entropy-like k-means Algorithms (pdf, software)
  M. Teboulle, P. Berkhin, I. Dhillon, Y. Guan, J. Kogan.
  Grouping Multidimensional Data – Recent Advances in Clustering, pp. 127-160, January 2005.

2004

• Kernel k-means, Spectral Clustering and Normalized Cuts (pdf, software)
  I. Dhillon, Y. Guan, B. Kulis.
  In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp. 551-556, August 2004.
  (A longer version appears as UTCS Technical Report #TR-04-25, June 30, 2004.)
• Minimum Sum-Squared Residue Co-clustering of Gene Expression Data (pdf, software)
  H. Cho, I. Dhillon, Y. Guan, S. Sra.
  In SIAM International Conference on Data Mining (SDM), pp. 114-125, April 2004.

2003

• Information Theoretic Clustering of Sparse Co-Occurrence Data (pdf, software)
  I. Dhillon, Y. Guan.
  In IEEE International Conference on Data Mining (ICDM), pp. 517-520, November 2003.

2002

• Iterative Clustering of High Dimensional Text Data Augmented by Local Search (pdf, software)
  I. Dhillon, Y. Guan, J. Kogan.
  In IEEE International Conference on Data Mining (ICDM), pp. 131-138, December 2002.
• Refining Clusters in High-dimensional Text Data (pdf, software)
  I. Dhillon, Y. Guan, J. Kogan.
  In SIAM International Conference on Data Mining (SDM), April 2002.

2001

• Efficient Clustering of Very Large Document Collections (pdf, software)
  I. Dhillon, Y. Guan, J. Fan.
  Data Mining for Scientific and Engineering Applications, pp. 357-381, 2001.
  (Invited chapter)