no code implementations • 16 Jul 2020 • Hanwen Huang, Qinglong Yang
We derive the asymptotic expression for the generalization error of a family of large-margin classifiers in the limit of both sample size $n$ and dimension $p$ going to $\infty$ with fixed ratio $\alpha=n/p$.
no code implementations • 23 Jan 2019 • Hanwen Huang, Qinglong Yang
Margin-based classifiers have been popular in both machine learning and statistics for classification problems.
no code implementations • 9 Oct 2018 • Jian Huang, Yuling Jiao, Xiliang Lu, Yueyong Shi, Qinglong Yang
We propose a semismooth Newton algorithm for pathwise optimization (SNAP) for the LASSO and Enet in sparse, high-dimensional linear regression.