67 citations · 128 across the 14 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
stat.ML2018★ 1 cited
An Efficient ADMM-Based Algorithm to Nonconvex Penalized Support Vector Machines
Lei Guan, Linbo Qiao, Dongsheng Li +3
Support vector machines (SVMs) with sparsity-inducing nonconvex penalties have received considerable attentions for the characteristics of automatic classification and variable sel…
cs.LG2018
On the Iteration Complexity Analysis of Stochastic Primal-Dual Hybrid Gradient Approach with High Probability
Linbo Qiao, Tianyi Lin, Qi Qin +1
In this paper, we propose a stochastic Primal-Dual Hybrid Gradient (PDHG) approach for solving a wide spectrum of regularized stochastic minimization problems, where the regulariza…
cs.LG2018
An Incremental Path-Following Splitting Method for Linearly Constrained Nonconvex Nonsmooth Programs
Linbo Qiao, Wei Liu, Steven Hoi
The stationary point of Problem 2 is NOT the stationary point of Problem 1. We are sorry and we are working on fixing this error.