Metric Learning

• 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.
• Geometry-aware Metric Learning (pdf, software)
  Z. Lu, P. Jain, I. Dhillon.
  In International Conference on Machine Learning (ICML), June 2009.
• Online Metric Learning and Fast Similarity Search (pdf, software)
  P. Jain, B. Kulis, I. Dhillon, K. Grauman.
  In Neural Information Processing Systems (NIPS), December 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.
• 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.