Learning Theory

• Consistent Multilabel Classification
  O. Koyejo, N. Natarajan, P. Ravikumar, I. Dhillon.
  In Neural Information Processing Systems (NIPS), pp. 3303–3311, December 2015.
• PU Learning for Matrix Completion (pdf, software)
  C. Hsieh, N. Natarajan, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 2445-2453, July 2015.
• Optimal Decision-Theoretic Classification Using Non-Decomposable Performance Metrics (pdf, arXiv, software)
  N. Natarajan, O. Koyejo, P. Ravikumar, I. Dhillon.
  arXiv (arXiv) 1505.01802, May 2015.