5 citations · 8 across the 4 of their papers we have counts for
4 papers
Leverage classifier: Another look at support vector machine
Yixin Han, Jun Yu, Nan Zhang +4
Support vector machine (SVM) is a popular classifier known for accuracy, flexibility, and robustness. However, its intensive computation has hindered its application to large-scale…
Sampling-Based Methods for Multi-Block Optimization Problems over Transport Polytopes
Yukuan Hu, Mengyu Li, Xin Liu +1
This paper focuses on multi-block optimization problems over transport polytopes, which underlie various applications including strongly correlated quantum physics and machine lear…
Importance Sparsification for Sinkhorn Algorithm
Mengyu Li, Jun Yu, Tao Li +1
Sinkhorn algorithm has been used pervasively to approximate the solution to optimal transport (OT) and unbalanced optimal transport (UOT) problems. However, its practical applicati…
Core-Elements for Large-Scale Least Squares Estimation
Mengyu Li, Jun Yu, Tao Li +1
The coresets approach, also called subsampling or subset selection, aims to select a subsample as a surrogate for the observed sample and has found extensive applications in large-…