OPTIMAL COMPUTATIONAL AND STATISTICAL RATES OF CONVERGENCE FOR SPARSE NONCONVEX LEARNING PROBLEMS

Por Wang, Zhaoran, Liu, Han, Zhang, Tong
Publicado no Ann Stat (2014)

Tighten after Relax: Minimax-Optimal Sparse PCA in Polynomial Time

Por Wang, Zhaoran, Lu, Huanran, Liu, Han
Publicado no Adv Neural Inf Process Syst (2014)

Sparse PCA with Oracle Property

Por Gu, Quanquan, Wang, Zhaoran, Liu, Han
Publicado no Adv Neural Inf Process Syst (2014)

A Nonconvex Optimization Framework for Low Rank Matrix Estimation()

Por Zhao, Tuo, Wang, Zhaoran, Liu, Han
Publicado no Adv Neural Inf Process Syst (2015)

A STRICTLY CONTRACTIVE PEACEMAN–RACHFORD SPLITTING METHOD FOR CONVEX PROGRAMMING

Por BINGSHENG, HE, LIU, HAN, WANG, ZHAORAN, YUAN, XIAOMING
Publicado no SIAM J Optim (2014)

Non-convex Statistical Optimization for Sparse Tensor Graphical Model

Por Sun, Wei, Wang, Zhaoran, Liu, Han, Cheng, Guang
Publicado no Adv Neural Inf Process Syst (2015)

Optimal linear estimation under unknown nonlinear transform

Por Yi, Xinyang, Wang, Zhaoran, Caramanis, Constantine, Liu, Han
Publicado no Adv Neural Inf Process Syst (2015)

High Dimensional EM Algorithm: Statistical Optimization and Asymptotic Normality

Por Wang, Zhaoran, Gu, Quanquan, Ning, Yang, Liu, Han
Publicado no Adv Neural Inf Process Syst (2015)