Publications

2014

• Exponential Family Matrix Completion under Structural Constraint (pdf, software)
  S. Gunasekar, P. Ravikumar, J. Ghosh.
  In International Conference on Machine Learning (ICML), June 2014.

2009

• A Scalable Framework for Discovering Coherent Co-clusters in Noisy Data (pdf, software)
  M. Deodhar, G. Gupta, J. Ghosh, H. Cho, I. Dhillon.
  In International Conference on Machine Learning (ICML), June 2009.

2008

• Hunting for Coherent Co-clusters in High Dimensional and Noisy Datasets (pdf, software)
  M. Deodhar, H. Cho, G. Gupta, J. Ghosh, I. Dhillon.
  In IEEE International Conference on Data Mining (ICDM), December 2008.

2007

• A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximations (pdf, software)
  A. Banerjee, I. Dhillon, J. Ghosh, S. Merugu, D. Modha.
  Journal of Machine Learning Research (JMLR) 8, pp. 1919-1986, August 2007.

2005

• Clustering with Bregman Divergences (pdf, software)
  A. Banerjee, S. Merugu, I. Dhillon, J. Ghosh.
  Journal of Machine Learning Research (JMLR) 6, pp. 1705-1749, October 2005.
• Clustering on the Unit Hypersphere using von Mises-Fisher Distributions (pdf, software)
  A. Banerjee, I. Dhillon, J. Ghosh, S. Sra.
  Journal of Machine Learning Research (JMLR) 6, pp. 1345-1382, September 2005.

2004

• A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximations (pdf, software)
  A. Banerjee, I. Dhillon, J. Ghosh, S. Merugu.
  In International Conference on Machine Learning (ICML), pp. 57-64, July 2004.
• An Information Theoretic Analysis of Maximum Likelihood Mixture Estimation for Exponential Families (pdf, software)
  A. Banerjee, I. Dhillon, J. Ghosh, S. Merugu.
  In International Conference on Machine Learning (ICML), July 2004.
• Clustering with Bregman Divergences (pdf, software)
  A. Banerjee, S. Merugu, I. Dhillon, J. Ghosh.
  In SIAM International Conference on Data Mining (SDM), pp. 234-245, April 2004.

2003

• Generative Model-based Clustering of Directional Data (pdf, software)
  A. Banerjee, I. Dhillon, J. Ghosh, S. Sra.
  In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp. 19-28, August 2003.