个人简介

教育背景

工作经历

科研成果

1. Xiaojing Lv, Lingwei Huang, Yuanhai Shao*. Geometric relative margin machine for heterogeneous distribution and imbalanced classification[J]. Information Sciences, 2024, 689: 121430. DOI: 10.1016/j.ins.2024.121430.
2. Lingwei Huang, Yuanhai Shao*, Xiaojing Lv, Chunna Li. Large-scale robust regression with truncated loss via majorization-minimization algorithm[J]. European Journal of Operational Research, 2024, 319(2): 494-504. DOI: 10.1016/j.ejor.2024.04.028.
3. Chunna Li, Lingwei Huang*, Yuanhai Shao, Tingting Guo, Yu Mao. Feature selection by Universum embedding[J]. Pattern Recognition, 2024, 153: 110514. DOI: 10.1016/j.patcog.2024.110514.
4. Ju Liu, Lingwei Huang, Yuanhai Shao*, Weijie Chen, Chunna Li. A nonlinear kernel SVM classifier via L0/1 soft-margin loss with classification performance[J]. Journal of Computational and Applied Mathematics, 2024, 437: 115471. DOI: 10.1016/j.cam.2023.115471.
5. Chunna Li, Yuanhai Shao*, Huajun Wang, Lingwei Huang, Yuting Zhao, Naihua Xiu, Naiyang Deng. Union nonparallel support vector machines framework with consistency[J]. Applied Soft Computing, 2023, 136: 110129. DOI: 10.1016/j.asoc.2023.110129.
6. Yuanhai Shao*, Xiaojing Lv, Lingwei Huang, Lan Bai. Twin SVM for conditional probability estimation in binary and multiclass classification[J]. Pattern Recognition, 2023,136: 109253. DOI: 10.1016/j.patcog.2022.109253.
7. 邵元海, 刘黎明, 黄凌伟, 邓乃扬*. 支持向量机的关键问题和展望[J]. 中国科学: 数学, 2020, 50(9): 1233-1248. DOI: 10.1360/SSM-2020-0015.
8. Yuanhai Shao, Chunna Li*, Lingwei Huang, Wang Z, Naiyang Deng, Yan Xu*. Joint sample and feature selection via sparse primal and dual LSSVM[J]. Knowledge-Based Systems, 2019, 185:104915. DOI: 10.1016/j.knosys.2019.104915.

项目课题

1. 国家自然科学基金委员会, 青年科学基金项目, 12501453, 记忆回归的统计优化：误差界构建与模型算法, 2026-01-01 至 2028-12-31, 30万元, 在研, 主持
2. 海南省科学技术厅, 海南省自然科学基金青年基金项目, 12501453, 多尺度记忆回归的理论、建模及应用研究, 2026-01-01 至 2028-12-31, 6万元, 在研, 主持