NIPS Proceedingsβ

Han Liu

28 Papers

  • Agnostic Estimation for Misspecified Phase Retrieval Models (2016)
  • Blind Attacks on Machine Learners (2016)
  • More Supervision, Less Computation: Statistical-Computational Tradeoffs in Weakly Supervised Learning (2016)
  • Online ICA: Understanding Global Dynamics of Nonconvex Optimization via Diffusion Processes (2016)
  • A Nonconvex Optimization Framework for Low Rank Matrix Estimation (2015)
  • High Dimensional EM Algorithm: Statistical Optimization and Asymptotic Normality (2015)
  • Local Smoothness in Variance Reduced Optimization (2015)
  • Non-convex Statistical Optimization for Sparse Tensor Graphical Model (2015)
  • Optimal Linear Estimation under Unknown Nonlinear Transform (2015)
  • Robust Portfolio Optimization (2015)
  • Accelerated Mini-batch Randomized Block Coordinate Descent Method (2014)
  • Mode Estimation for High Dimensional Discrete Tree Graphical Models (2014)
  • Multivariate Regression with Calibration (2014)
  • Sparse PCA with Oracle Property (2014)
  • Tighten after Relax: Minimax-Optimal Sparse PCA in Polynomial Time (2014)
  • Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model (2013)
  • Sparse Inverse Covariance Estimation with Calibration (2013)
  • Exponential Concentration for Mutual Information Estimation with Application to Forests (2012)
  • Semiparametric Principal Component Analysis (2012)
  • Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation (2012)
  • Transelliptical Component Analysis (2012)
  • Transelliptical Graphical Models (2012)
  • Graph-Valued Regression (2010)
  • Multivariate Dyadic Regression Trees for Sparse Learning Problems (2010)
  • Stability Approach to Regularization Selection (StARS) for High Dimensional Graphical Models (2010)
  • Nonparametric Greedy Algorithms for the Sparse Learning Problem (2009)
  • Nonparametric regression and classification with joint sparsity constraints (2008)
  • SpAM: Sparse Additive Models (2007)