Employment History
Professor, 2023 - present
School of Mathematics and Statistics , Beijing Jiaotong University, China
Research Fellow, 2021-2023
Department of EEE, Imperial College London, UK
Teaching Fellow, 2020-2021
Research Fellow, 2017-2020
School of Mathematics, University of Southampton, UK
Education Background
PhD in Operational Research, 2014-2017
School of Mathematics, University of Southampton, UK
MSc in Operational Research, 2011-2014
BSc in Information and Computing Sciences, 2007-2011
Department of Mathematics, Beijing Jiaotong University, China
Research Interests
My research interests include the theory and methods of optimization in the fields of sparse optimization, low-rank matrix optimization, 0/1 loss optimization, bilevel optimization, and machine learning related optimization.
Selected Publications
Shenglong Zhou and Geoffrey Ye Li, Federated learning via inexact ADMM, IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 9699-9708, 2023. RG, ArXiv, CodeShenglong Zhou, Sparse SVM for sufficient data reduction, IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, 5560-5571, 2022. RG, ArXiv, CodeShenglong Zhou, Gradient projection newton pursuit for sparsity constrained optimization, Applied and Computational Harmonic Analysis, 61, 75-100, 2022. RG, ArXiv, CodeShenglong Zhou, Ziyan Luo, Naihua Xiu and Geoffrey Ye Li, Computing one-bit compressive sensing via double-sparsity constrained optimization, IEEE Transactions on Signal Processing, 70, 1593-1608, 2022. RG, ArXiv, CodeShenglong Zhou, Lili Pan, Naihua Xiu and Huoduo Qi, Quadratic convergence of smoothing Newton's method for 0/1 loss optimization, SIAM Journal on Optimization, 31, 3184–3211, 2021. RG, ArXiv, CodeShenglong Zhou, Naihua Xiu and Huoduo Qi, Global and quadratic convergence of Newton hard-thresholding pursuit, Journal of Machine Learning Research, 22, 1−45, 2021. RG, ArXiv, CodeShenglong Zhou, Naihua Xiu and Huoduo Qi, Robust euclidean embedding via EDM optimization, Mathematical Programming Computation, 12, 337–387, 2019. CodeShenglong Zhou, Naihua Xiu and Huoduo Qi, A fast matrix majorization-projection method for penalized stress minimization with box constraints, IEEE Transactions on Signal Processing, 66, 4331-4346, 2018. CodeFull list of publications can be found here