Publications

2012

• Metric and Kernel Learning using a Linear Transformation (pdf, software)
  P. Jain, B. Kulis, J. Davis, I. Dhillon.
  Journal of Machine Learning Research (JMLR) 13, pp. 519-547, March 2012.

2008

• Structured Metric Learning for High-Dimensional Problems (pdf, software)
  J. Davis, I. Dhillon.
  In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), August 2008.

2007

• Information-Theoretic Metric Learning (pdf, software)
  J. Davis, B. Kulis, P. Jain, S. Sra, I. Dhillon.
  In International Conference on Machine Learning (ICML), June 2007.

2006

• Differential Entropic Clustering of Multivariate Gaussians (pdf, software)
  J. Davis, I. Dhillon.
  In Neural Information Processing Systems (NIPS), pp. 337-344, December 2006.
• Estimating the Global PageRank of Web Communities (pdf, software)
  J. Davis, I. Dhillon.
  In ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp. 116-125, August 2006.