Robust Learning

• Robust Principal Component Analysis with Side Information (pdf)
  K. Chiang, C. Hsieh, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 2291–2299, June 2016.
• Dirty Statistical Models (pdf)
  E. Yang, P. Ravikumar.
  In Neural Information Processing Systems (NIPS), 2013.
• A Dirty Model for Multiple Sparse Regression (pdf)
  A. Jalali, P. Ravikumar, S. Sanghavi.
  IEEE Transactions on Information Theory 59(12), pp. 7947-7968, 2013.
• On Robust Estimation of High Dimensional Generalized Linear Models (pdf)
  E. Yang, A. Tewari, P. Ravikumar.
  In International Joint Conference on Artificial Intelligence (IJCAI), 2013.