Welcome to
Shiliang Sun’s Home Page
|
|
Shiliang Sun, Professor Director of the Pattern Recognition and
Machine Learning Research Group Dept. of Computer Science and Technology, Email: shiliangsun {at} gmail.com, S.Sun {at}
cs.ucl.ac.uk |
Biography
Shiliang
Sun received the B. E. degree in Automatic Control from the Department of
Automatic Control, Beijing University of Aeronautics and Astronautics (BUAA), and the M. E. and Ph.D. degrees in Pattern
Recognition and Intelligent Systems from the State Key Laboratory of
Intelligent Technology and Systems, Department of Automation, Tsinghua University. In 2004, he was
awarded Microsoft Fellowship. In 2007, he joined the Department of Computer
Science and Technology, East China Normal University (ECNU), and founded the Pattern Recognition
and Machine Learning (PRML) Research Group. From 2009 to 2010, he was a
visiting researcher at the Centre for Computational Statistics and Machine
Learning (CSML) and the Department of
Computer Science, University College London (UCL).
From March to April 2012, he was a visiting researcher at the Department of
Statistics and Biostatistics,
Current Research Interests (not
uniformly distributed)
Statistical
Learning Theory, Bayesian Nonparametric Learning (e.g., Gaussian Processes,
Dirichlet Processes), Variational Inference, Support Vector Machines and Kernel
Methods,
Optimization
Techniques, Multitask and Transfer Learning, Semi-supervised and Active
Learning, Distance Metric Learning, Ensemble Learning.
Teaching
Pattern
Recognition and Machine Learning: Fall, 2011, Graduate Students.
Computer Vision and Pattern Recognition: Spring, 2011, Undergraduate
Students.
Pattern
Recognition and Machine Learning: Fall, 2010, Graduate Students.
Computer
Vision and Pattern Recognition: Spring, 2009, Undergraduate Students.
Pattern
Recognition and Machine Learning: Fall, 2008, Graduate Students.
Computer
Vision and Pattern Recognition: Spring, 2008, Undergraduate Students.
Advanced
Machine Learning: Spring, 2008, Graduate Students.
Pattern
Recognition and Machine Learning: Fall, 2007, Graduate Students.
Selected Recent Publications
Ÿ
John
Shawe-Taylor, Shiliang Sun. Kernel methods and
support vector machines. Book Chapter for E-Reference Signal Processing,
Elsevier, 2013.
Ÿ
Wenting Tu,
Shiliang Sun. A subject transfer framework
for EEG classification. Neurocomputing, 2012.
Ÿ
Shiliang
Sun, Feng Jin. Robust
co-training. International Journal of Pattern Recognition and Artificial
Intelligence, 2011, 25 (7): 1113-1126.
Ÿ
You Ji,
Shiliang Sun. Multitask multiclass support vector
machines. Proceedings of the IEEE International Conference on Data Mining
Workshops (ICDMW), 2011. 512-518.
Ÿ
Shiliang
Sun. Multi-view Laplacian support vector machines.
Lecture Notes in Computer Science, 2011, 7121: 209-222.
Ÿ
Wenting Tu,
Shiliang Sun. Transferable discriminative
dimensionality reduction. Proceedings of the 23rd IEEE International
Conference on Tools with Artificial Intelligence (ICTAI), 2011. 865-868.
Ÿ
Zhijie Xu,
Shiliang Sun. Multi-view transfer learning with
adaboost. Proceedings of the 23rd IEEE International Conference on Tools
with Artificial Intelligence (ICTAI), 2011. 399-402.
Ÿ
Shiliang
Sun, Xin Xu. Variational
inference for infinite mixtures of Gaussian processes with applications to
traffic flow prediction. IEEE Transactions on Intelligent Transportation
Systems, 2011, 12 (2): 466-475.
Ÿ
John
Shawe-Taylor, Shiliang Sun. A
review of optimization methodologies in support vector machines. Neurocomputing,
2011, 74 (17): 3609-3618.
Ÿ
Rongqing
Huang, Shiliang Sun, Yan Liu. Sparse kernel
regression for traffic flow forecasting. Lecture Notes in Computer Science,
2011, 6676: 76-84.
Ÿ
Shiliang
Sun, John Shawe-Taylor. Sparse
semi-supervised learning using conjugate functions. Journal of Machine
Learning Research, 2010, 11: 2423-2455.
Ÿ
Shiliang
Sun. Local
within-class accuracies for weighting individual outputs in multiple classifier
systems. Pattern Recognition Letters, 2010, 31 (2): 119-124.
Ÿ
Qingjiu
Zhang, Shiliang Sun. Multiple-view
multiple-learner active learning. Pattern Recognition, 2010, 43 (9):
3113-3119.
Ÿ
John
Shawe-Taylor, Shiliang Sun. Discussion of ‘stability selection’, by Nicolai
Meinshausen and Peter Bühlmann. Journal of the Royal Statistical Society:
Series B (Statistical Methodology), 2010, 72(4): 451-453.
Ÿ
Jinbo Li, Shiliang
Sun. Nonlinear
combination of multiple kernels for support vector machines. Proceedings of
the 20th International Conference on Pattern Recognition (ICPR), 2010.
2889-2892.