Xiu, Naihua

3 publications

JMLR 2025 Sparse SVM with Hard-Margin Loss: A Newton-Augmented Lagrangian Method in Reduced Dimensions Penghe Zhang, Naihua Xiu, Hou-Duo Qi

JMLR 2021 Global and Quadratic Convergence of Newton Hard-Thresholding Pursuit Shenglong Zhou, Naihua Xiu, Hou-Duo Qi

JMLR 2019 Solving the OSCAR and SLOPE Models Using a Semismooth Newton-Based Augmented Lagrangian Method Ziyan Luo, Defeng Sun, Kim-Chuan Toh, Naihua Xiu