Ph.D. Student , LAMDA Group

Department of Computer Science and Technology

Nanjing University, China

Email: liyf(at)lamda(dot)nju(dot)edu(dot)cn

 

 

Instested Topic & Related Peoples Publication TA Correspondence

 

Biography

Currently I am a second year Ph.D Student of Department of Computer Science and Technology in Nanjing University and a member of LAMDA Group, led by professor Zhi-Hua Zhou. I have received my B.Sc. degree in Computer Science in June 2006. Fortunately I have been admitted to study for a Ph.D degree in Nanjing University.


Supervisors

Prof. Zhi-Hua Zhou and Prof. James.T.Kwok


Research Interests

My current research interests mainly include Machine Learning and Data Mining.  More specifically, I am interested in:

kernel methods, support vector machine and optimization

Semi-supervised learning, multiple instance learning and multi label learning


Publication

 

Y.-F. Li, J. T. Kwok, I. W. Tsang, and Z.-H. Zhou. A convex method for locating regions of interest with multi-instance learning. In: Proceedings of the 20th European Conference on Machine Learning (ECML'09), Bled, Slovenia, 2009, pp.17-32. [PDF]

Y.-F. Li, J. T. Kwok, and Z.-H. Zhou. Semi-supervised learning using label mean. In: Proceedings of the 26th International Conference on Machine Learning (ICML'09), Montreal, Canada, 2009, pp.633-640. [PDF]

D.-C. Zhan, M. Li, Y.-F. Li, and Z.-H. Zhou. Learning instance specific distances using metric propagation. In: Proceedings of the 26th International Conference on Machine Learning (ICML'09), Montreal, Canada, 2009, pp.1225-1232. [PDF]

Z.-H. Zhou, Y.-Y. Sun, and Y.-F. Li. Multi-instance learning by treating instances as non-i.i.d. samples. In: Proceedings of the 26th International Conference on Machine Learning (ICML'09), Montreal, Canada, 2009, pp.1249-1256. [PDF]

Y.-F. Li, I. W. Tsang, J. T. Kwok, and Z.-H. Zhou. Tighter and convex maximum margin clustering. In: Proceedings of the 12th International Conference on Artificial Intelligence and Statistics (AISTATS'09), Clearwater Beach, FL, 2009, pp.328-335. [PDF][Slides]

Y.-F. Li, J. T. Kwok, and Z.-H. Zhou, Combo-Dimensional Kernels for Graph Classification, Chinese Journal of Computers (in chinese with english abstract), 2009, 32(5):946-952. [PDF]


Professional Activities

Review for TNN, NeuroComputing, JCST

External Review for ECML'09, PAKDD'09


Teaching Assistant

Data Mining(081202B03). (For Graduate Students, Fall, 08)

Discrete Mathematis. (For Undergraduate Students, Spring, 07)


Correspondence

Mail: Yu-Feng Li Office: 401, MengMinwei Science Building II,
National Key Laboratory for Novel Software Technology,   Main Campus of Nanjing University
Nanjing University, Mailbox 419, Hankou Road 22, URL: http://lamda.nju.edu.cn/liyf/
Nanjing 210093, China Email: