NIPS Proceedingsβ

Constantine Caramanis

8 Papers

  • Fast Algorithms for Robust PCA via Gradient Descent (2016)
  • More Supervision, Less Computation: Statistical-Computational Tradeoffs in Weakly Supervised Learning (2016)
  • Optimal Linear Estimation under Unknown Nonlinear Transform (2015)
  • Regularized EM Algorithms: A Unified Framework and Statistical Guarantees (2015)
  • Greedy Subspace Clustering (2014)
  • Memory Limited, Streaming PCA (2013)
  • Robust PCA via Outlier Pursuit (2010)
  • Robust Regression and Lasso (2008)