研究领域
从事计算机视觉、图像分析和人工智能研究工作,方向包括大规模生物信息处理、三维视觉系统、推荐系统和搜索引擎等。
教育背景
学历
1990年毕业于中国科技大学少年班,获理学学士学位
1995年和1998年在中科院自动化所分获控制理论专业工学硕士学位和模式识别与智能控制专业工学博士学位
工作经历
1999至2004年在美国劳伦斯伯克利国家实验室(Lawrence Berkeley National Laboratory)任计算机科学家(tenured)。
2004年5月回国,现任中科院自动化所国家模式识别实验室研究员、博士生导师。
主要研究方向为模式识别、机器学习和大数据分析。
出版信息
代表性文章:
1. Zhiheng Xu, Yang Zhang, Yao Wu and Qing Yang. Modeling user posting behavior on social media. ACM SIGIR, 2012.
2. Huaiyu Wu, ChunhongPan, Qing Yang, Songde MA. Partwise Cross-Parameterization via Nonregular Convex
Hull Domains, IEEE Transactions On Visualization and Computer Graphics, pp.1531-1544, (vol. 17 no. 10),2011
3. Liang Xiang, Qing Yang: Time-Dependent Models in Collaborative Filtering Based Recommender System.
International Conference on Web Intelligence, 2009: 450-457
4. Yao Wu, Qiang Yan, Danny Bickson, Yucheng Low, Qing Yang: Efficient Multicore Collaborative Filtering.
ACM KDD CUP workshop, 2011.
5. Liang Xiang, Quan Yuan, Shiwan Zhao, Li Chen, Xiatian Zhang, Qing Yang: Temporal recommendation on graphs
via long- and short-term preference fusion. ACM SIGKDD 2010: 723-732
6. Hang Chang,Qing Yang, Bang Parvin, A Bayesian Approach for Image Segmentation with Shape Priors,
CVPR’2008, pp.1-8.
7. B. Parvin, Q. Yang, J. Han, H. Chang, B. Rydberg, M.H. Barcellos-Hoff,Interative Voting for Inference of
Structural Saliency and Characteriztion of Subcellular Events,IEEE Transaction on Image Processing,
pp.615-623,2007
8. H.F. Gong, C.H. Pan, Q. Yang, H.Q. Lu and S.D. Ma, Generalized optical flow in the scale space,
Computer Vision and Image Understanding, pp.86-92,2007.
9. Q. Yang and B. Parvin., Perceptual Organization of Circular Symmetry, CVPR'2004.
10. Bahram Parvin, Qing Yang, Fontenay, G. and M.H. Barcellos-Hoff, BioSig: An Imaging and Informatic System
for Phenotypic Studies IEEE TSMC, Oct. 2003.
11. Qing Yang and Bahram Parvin, High Resolution Reconstruction of Sparse Data from Dense Low Resolution
Spatio-Temporal Data, IEEE TIP, June, 2003.
12. Qing Yang and Bahram Parvin, Harmonic Cut and Regularized Centroid Transform for Localization of
Subcellular Structure, IEEE TBME, April, 2003.
13. Bahram Parvin, Qing Yang, Fontenay, G. and M. Barcellos-Hoff, "BioSig: An Imaging Bioinformatic System for
Studying Phenomics", IEEE Computer, July 2002
14. Qing Yang and Bahram Parvin, Feature Based Visualization of Large Scale Geophysical Data, CVPR'00.
15. Qing Yang and Songde Ma, Matching using Schwarz Integrals, Pattern Recognition, vol. 32, June 1999.
16. Qing Yang and Songde Ma, Intrinsic Multiscale Representation using Optical Flow in the Scale Space,
IEEE TIP vol. 8, March 1999.
17. Qing Yang and Songde Ma, Schwarz Representation for Matching and Similarity Analysis, ICCV'98.
合作情况
主要合作单位:
1. 福昕软件(Foxit Software )
2. 美国劳伦斯伯克利国家实验室(Lawrence Berkeley National Laboratory)
3. 深圳人工智能与数据科学研究院