Publications

2015

• Beyond Sub-Gaussian Measurements: High-Dimensional Structured Estimation with Sub-Exponential Designs (pdf, software)
  V. Sivakumar, A. Banerjee, P. Ravikumar.
  In Neural Information Processing Systems (NIPS), pp. 2206-2214, December 2015.

2013

• Large Scale Distributed Sparse Precision Estimation (pdf, software)
  H. Wang, C. Hsieh, A. Banerjee, P. Ravikumar, I. Dhillon.
  In Neural Information Processing Systems (NIPS), December 2013.

2012

• A Divide-and-Conquer Method for Sparse Inverse Covariance Estimation (pdf, software)
  C. Hsieh, I. Dhillon, P. Ravikumar, A. Banerjee.
  In Neural Information Processing Systems (NIPS), pp. 2339-2347, December 2012.

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.