人员

教师

雷云文    研究助理教授

电子邮箱:

leiyw@sustc.edu.cn

办公室:

南山智园A7栋913室

研究方向:

机器学习、统计学习理论

教育背景

◆ 2008-2014,武汉大学,博士

◆ 2004-2008,湖南大学,学士


工作经历

◆ 2017-至今: 南方科技大学计算机科学与工程系研究助理教授

◆ 2015-2017,香港城市大学博士后研究员


荣誉与奖项

2015: 湖北省优秀博士论文

代表文章

J. Lin, Y. Lei, B. Zhang and D.-X. Zhou, ``Online Pairwise LearningAlgorithms with Convex Loss Functions,” Information Sciences, 406-407(9):57-70, 2017.

Y. Lei and D.-X. Zhou, `` Analysis of Online Composite Mirror Descent Algorithm,” Neural Computation, 29(3):825-860, 2017.

Y. Lei, A. Binder, U. Dogan and M. Kloft, ``Localized Multiple Kernel Learning---A Convex Approach,” JMLR Conference and Workshop Proceedings: Asian Conference on Machine Learning, 63:81-96, 2016.

Y. Lei and Y. Ying, ``Generalization Analysis of Multi-modal Metric Learning,” Analysis and Applications, 14(04):503-521, 2016.

Y. Lei, U. Dogan, A. Binder and M. Kloft, ``Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms,” Advances in Neural Information Processing Systems, pages2026-2034, 2015.

Y. Lei, L. Ding and W. Zhang, ``Generalization Performance of Radial Basis Function Networks,” IEEE Transactions on Neural Networks and Learning Systems, 26(3):551-564, 2015.

Y. Lei and L. Ding, ``Refined Rademacher Chaos Complexity Bounds with Applications to the Multi-Kernel Learning Problem,” Neural Computation, 26(4):739-760, 2014.

Y. Lei, L. Ding and Y. Ding, ``Generalization Ability of Fractional Polynomial Models,” Neural Networks, 49(C):59-73, 2014.


其他信息