Liu Yang
yangliu1@cse.msu.edu
Department of Computer Science and Engineering
Michigan State University
3115 Engineering Building
East Lansing, Michigan 48824
Voice : (517) 526 2509
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Research interest
- Statistical learning, particularly on semi-supervised learning
- Multimedia data analysis, and information retrieval
- Distance Metric Learning
Survey
Distance Metric Learning: A Comprehensive Survey [Presentation Slides]
An Overview of Distance Metric Learning (written in Oct., 2007)
new!
Biography
I obtained my B.S. in Electronics and Information Engineering from the Hua Zhong University of Science
and Technology (HUST), China. Currently, I am a graduate student in the
Department of Computer Science and Engineering
of Michigan State University
, under the supervision of Dr. Rong Jin
.
Publications
- L. Yang, R. Jin, R. Sukthankar, F. Jurie. Unifying Discriminative Visual Codebook Generation with Classifier Training for Object Category Recognition.
Proceedings of Computer Vision and Pattern Recognition, 2008.
(Oral Presentation) [pdf]
- L. Yang, R. Jin, R. Sukthankar. Bayesian Active Distance Metric Learning. Proceedings of UAI, 2007. (Oral Presentation) [pdf]
- L. Yang, R. Jin, C. Pantofaru, R. Sukthankar. Discriminative Cluster Refinement: Improving Object Category Recognition Given Limited Training Data. Proceedings of Computer Vision and Pattern Recognition, 2007. [pdf]
- L. Yang, R. Jin, R. Sukthankar. Resource-Constrained Supervised Dimensionality Reduction. Proceedings of IJCAI Workshop on Multimodal Information Retrieval, 2007.
- L. Yang, R. Jin, R. Sukthankar, B. Zheng, L. Mummert, M. Satyanarayanan, M. Chen, D. Jukic. Learning Distance Metrics for Interactive Search-Assisted Diagnosis of Mammograms. Proceedings of SPIE Medical Imaging (Oral Presentation) , 2007. [pdf]
- L. Yang, R. Jin, R. Sukthankar, Y. Liu. An Efficient Algorithm for Local Distance Metric Learning. (Oral Prensentation) Proceedings of AAAI, 2006. [pdf]
- Y. Liu, R. Jin, L. Yang. Semi-supervised Multi-label Learning by Constrained Non-negative Matrix Factorization. (Oral Prensentation) Proceedings of AAAI, 2006.
- Algorithm of Image Registration Based on Edge Matching and Multi-scale Wavelet Transformation. L. Yang, W. Furong, H. Benxiong, November, 2004. Journal of Huazhong University of Science and Technology (Nature Science Edition).
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