The following is a full list of publications (182) authored/coauthored by our group members.

Note: The list is frequently reorganized to best reflect the date of publication instead of acceptance.

2010

1. Bingbing Ni and Shuicheng Yan, book chapter “Human Group Activities: Database and Algorithms” in “Advanced Topics in Biometrics”, edited by Haizhou Li, Kar-Ann Toh and Liyuan Li, 2010.
   
   
2. Jianke Zhu, Steven C.H. Hoi, Michael R. Lyu and Shuicheng Yan. Near-Duplicate Keyframe Retrieval by Semi-Supervised Learning and Nonrigid Image Matching. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), 2010.
   
   
3. Jun Yan, Ning Liu, Shuicheng Yan, Qiang Yang, Weiguo Fan, Wei Wei, and Zheng Chen. Trace Oriented Feature Analysis for Large Scale Text Data Dimension Reduction. IEEE Transactions on Knowledge and Data Engineering (TKDE), 2010.
   
   
4. Xiaobai Liu, Shuicheng Yan, and Hai Jin. Projective Nonnegative Graph Embedding. Accepted by IEEE Transactions on Image Processing (TIP), 2010.
   
   
5. Bin Cheng, Jianchao Yang, Shuicheng Yan, Yun Fu, and Thomas Huang. Learning with L1-Graph for Image Analysis. Accepted by IEEE Transactions on Image Processing (TIP), 2010.
   
   
6. Shuicheng Yan, Tianqiang Yuan, and Xiaoou Tang. Learning Semantic Patterns with Discriminant Localized Binary Projections. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2010,
   
   
7. Shuicheng Yan, Huan Wang, Jianzhuang Liu, Xiaoou Tang, and Thomos. Huang. Misalignment-Robust Face Recognition. In IEEE Transactions on Image Processing (TIP), 2010.
   
   
8. Richang Hong, Jinhui Tang, Hung-Khoon Tan, Shuicheng Yan, Chong-Wah Ngo and Tat-Seng Chua. Beyond Search: Event Driven Summarization for Web Videos. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), 2010.
   
   
9. John Wright, Yi Ma, Julien Mairal, Guillermo Sapiro, Thomas Huang, and Shuicheng Yan. Sparse Representation for Computer Vision and Pattern Recognition. Proceedings of the IEEE, 2010.
   
   
10. Dong Xu, Tat Jen Cham, Shuicheng Yan, Lixin Duan, and Shih-Fu Chang. Near Duplicate Image Identification with Spatially Aligned Pyramid Matching. IEEE Transactions on Circuits and Systems for Video Technology, 2010.
    
    
11. Yi Yang, Dong Xu, Feiping Nie, Shuicheng Yan and Yueting Zhuang. Image Clustering using Local Discriminant Models and Global Integration. IEEE Transactions on Image Processing (TIP), 2010.
    
    
12. Yadong Mu, Bingfeng Zhou, Shuicheng Yan. Information-Theoretic Analysis of Input Strokes in Visual Object Cutout. IEEE Transactions on Multimedia, 2010.
    
    
13. Xiaobai Liu, Liang Lin, Shuicheng Yan, Hai Jin and Wenbing Tao. Integrating Spatio-temporal Context with Multiview Representation for Object Recognition in Visual Surveillance. IEEE Transaction on Circuits and Systems for Video Technology, 2010.
    
    
14. Bingbing Ni, Shuicheng Yan. Ashraf Kassim. Learning a Propagable Graph for Semi-supervised Learning: Classification and Regression. IEEE Transactions on Knowledge and Data Engineering, 2010.
    
    
15. Yue Zhou, Bingbing Ni, Shuicheng yan, Thomas Huang. Recognizing Pair-Activities by Causality Analysis. ACM Transactions on Intelligent Systems and Technology, 2010.
    
    
16. Jinhui Tang, Richang Hong, Shuicheng Yan, Tat-Seng Chua, Guo-Jun Qi, and Ramesh Jain. Image Annotation by kNN-Sparse Graph-based Label Propagation over Noisily-Tagged Web Images. ACM Transactions on Intelligent Systems and Technology, July, 2010
    
    
17. Bingbing Ni, Zheng Song, Shuicheng Yan. Web Image and Video Mining towards Universal and Robust Age Estimator. ACM Transactions on Intelligent Systems and Technology, July, 2010.
    
    

1. Hairong Liu and Shuicheng Yan. Common Visual Pattern Discovery via Spatially Coherent Correspondences. In CVPR'10 (Oral). 
   
   
2. Xiaotong Yuan and Shuicheng Yan. Visual Classification with Multi-Task Joint Sparse Representation. In CVPR'10 (Oral).
   
   
3. Qiang Chen, Shuicheng Yan, and Tian-Tsong Ng. Factorization towards a Classifier. In CVPR'10.
   
   
4. Xinqi Chu, Shuicheng Yan, Liyuan Li, Kap Luk Chan, Thomas Huang. Spatialized Epitome and Its Applications. In CVPR'10.
   
   
5. Yanan Liu, Fei Wu, Zhihua Zhang, Yueting Zhuang, and Shuicheng Yan. Sparse Representation using Nonnegative Curds and Whey. CVPR'10.
   
   
6. Yadong Mu, Jialie Shen, and Shuicheng Yan. Weakly-Supervised Hashing in Kernel Space. In CVPR'10.
   
   
7. Xiaobai Liu, Shuicheng Yan, Jiebo Luo, Jinhui Tang, Zhongyang Huang, and Hai Jin. Nonparametric Label-to-Region by Search. CVPR'10.
   
   
8. Guangda Li, Richang Hong, Yantao Zheng, Shuicheng Yan, and Tat-Seng Chua. Learning Cooking Techniques from YouTube. In MMM'10.
   
   
9. Ruchir Srivastava, Terence Sim, Shuicheng Yan, Surendra Ranganath. Feature Selection for Facial Expression Recognition Using Deformation Modeling. In ICDIP'10.
   
   
10. Xiaobai Liu, Haifeng Gong, Shuicheng Yan, Hai Jin. Multi-View Object Detection by Classifier Interpolation. In ICASSP'10.
    
    
11. Yadong Mu, Ju Sun, Shuicheng Yan, Loong-Fah Cheong. Activity Recognition Using Dense Long-Duration Trajectories. ICME'10 (Invited Paper).
    
    
12. Shengjiao Cao, Hairong Liu, and Shuicheng Yan. Automated Assembly of Shredded Pieces from Multiple Photos. ICME'10 (Oral).
    
    
13. Yadong Mu and Shuicheng Yan, Non-Metric Locality-Sensitive Hashing. AAAI'10.
    
    
14. Jialie Shen, Meng Wang, Shuicheng Yan, HweeHwa Pang, and Xian-Sheng Hua. Effective Music Tagging through Advanced Statistical Modeling. SIGIR'10 (Full Paper).
    
    
15. Baojun Yue, Jun Yan, Shuicheng Yan, and Chen Zheng, A Novel Co-Learning Framework for Learning User Intent from Rule Based Training Data, SIGIR'10 (short paper).
    
    
16. Zheng Wang, Jiashi Feng, Shuicheng Yan, and Changshui Zhang. Learning to Rank Tags. CIVR'10.
    
    
17. Hairong Liu and Shuicheng Yan. Robust Graph Mode Seeking by Graph Shift. ICML'10
    
    
18. Xinqi Chu, Chee Khun Poh, Liyuan Li, Kap Luk Chan, Shuicheng Yan, Weijia Shen, That Mon Htwe, Jiang Liu, Joo Hwee Lim, Eng Hui Ong and Khek Yu Ho. Epitomized Summarization of Wireless Capsule Endoscopic Videos for Efficient Visualization. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI’10), 2010.
    
    
19. Yadong Mu, Min Xu, Shuicheng Yan. Learning From Very-Few Labeled Examples With Soft Labels. ICIP 2010.
    
    
20. Yadong Mu, Ju Sun, Tony X. Han, Loong-Fah Cheong, Shuicheng Yan. Randomized Locality Sensitive Vocabularies for Bag-of-Features Model. ECCV 2010.
    
    
21. Dong Liu, Shuicheng Yan, Yong Rui, Hong-Jiang Zhang. Unified Tag Analysis with Multi-Edge Graph. ACM MM'10 (Oral).
    
    
22. Xiangyu Chen, Yadong Mu, Shuicheng Yan, Tat-Seng Hua. Efficient Large-Scale Image Annotation by Probabilistic Collaborative Multi-Label Propagation. ACM MM'10 (Oral)
    
    
23. Guangyu Zhu, Shuicheng Yan, Yi Ma. Image Tag Refinement Towards Low-Rank, Content-Tag Prior and Error Sparsity. In ACM MM'10 (Oral).
    
    
24. Richang Hong, Meng Wang, Mengdi Xu, Shuicheng Yan, Tat-Seng Chua. Dynamic Captioning: Video Accessibility Enhancement for Hearing Impairment. ACM MM'10 (Oral).
    
    
25. Bin Cheng, Bingbing Ni, Shuicheng Yan, Qi Tian. Learning to Photograph. ACM MM'10 (Oral).
    
    
26. Xiaobai Liu, Jiashi Feng, Shuicheng Yan, Hai Jin. Image Segmentation with Patch-Pair Density Priors. ACM MM'10 (Oral).
    
    
27. Richang Hong, Xiaotong Yuan, Mengdi Xu, Meng Wang, Shuicheng Yan, Tat-Seng Chua. Movie2Comics: A Feast of Multimedia Artwork. ACM MM'10.
    
    
28. Jiashi Feng, Yan-Tao Zheng, Shuicheng Yan. Towards a Universal Detector by Mining Concepts with Small Semantic Gaps. ACM MM'10.
    
    
29. Mengdi Xu, Xiaotong Yuan, Jialie Shen, Shuicheng Yan. Cast2Face: Character Identification in Movie with Actor-Character Correspondence. ACM MM'10.
    
    
30. Jinhui Tang, Qiang Chen, Shuicheng Yan, Tat-Seng Chua, Ramesh Jain. One Person Labels One Million Images. In ACM MM'10.
    
    
31. Richang Hong, Meng Wang, Xiao-Tong Yuan, Shuicheng Yan, Tat-Seng Chua. Movie2Comics: Explore Diverse Presentation through Turning Movie to Comics. ACM MM'10 (Demo).
    
    
32. Jialie Shen, Shuicheng Yan, Xiansheng Hua. The E-Recall Environment for Cloud based Mobile Rich Media Data Management. MM mobile + cloud workshop, July, 2010.

2009 (133 publications till here)

1. S. Yan, H. Wang, Y. Fu, J. Yan, X. Tang, and T. Huang. Synchronized Submanifold Embedding for Person-Independent Pose Estimation and Beyond. In IEEE Transactions on Image Processing (TIP), 18(1):202-210, 2009.
   
   
2. H. Wang, S. Yan, J. Liu, X. Tang, and T. Huang. Correspondence Propagation with Weak Priors. In IEEE Transactions on Image Processing (TIP), 18(1):140-150, 2009.
   
   
3. D. Xu and S. Yan. Semi-Supervised Bilinear Subspace Analysis. IEEE Transactions on Image Processing (TIP), 18(7): 1671-1676, 2009.
   
   
4. S. Shan, Q. Liu, D. Tao, D. Xu, S. Yan, and X. Li. Introduction to the Special Issue on Video-based Object and Event Analysis. Pattern Recognition Letters, 30(2): 87, 2009.
   
   
5. J. Yang, S. Yan, and T. Huang. Ubiquitously Supervised Subspace Learning. IEEE Transactions on Image Processing (TIP), 18(2): 241-249, 2009.
   
   
6. S. Yan, H. Wang, J. Tu, W. Xi, X. Tang, and T. Huang. Mode-kn Factor Analysis for Image Ensembles. IEEE Transactions on Image Processing (TIP), 18(3): 670-676, 2009.
   
   
7. X. Li, J. Yan, W. Fan, N. Liu, S. Yan, and Z. Chen. An Online Blog Reading System by Topic Clustering and Personalized Ranking. ACM Transactions on Internet Technology (TOIT), 9(3), No. 9, 2009. 　
   
   
8. D. Xu, S. Yan, S. Lin, T. Huang, and S. Chang. Enhancing Bilinear Subspace Learning by Element Rearrangement. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 31(10):1913-1920, 2009.
   
   

1. X. Liu, B. Cheng, S. Yan, J. Tang, T. Chua, and H. Jin. Label to Region by Bi-Layer Sparsity Priors. In ACM MM'09 (ORAL).
   
   
2. B. Ni, Z. Song, and S. Yan. Web Image Mining towards Universal Age Estimator. In ACM MM'09 (ORAL).
   
   
3. J. Tang, S. Yan, G. Qi, R. Hong, and T. Chua. Inferring Semantic Concepts from Community-Contributed Images and Noisy Tags.In ACM MM'09 (ORAL).
   
   
4. R. Hong, J. Tang, H. Tan, S. Yan, C. Ngo, and T. Chua. Event Driven Summarization for Web Videos. In ACM MM'09 Workshop on Social Media.
   
   
5. X. Wang, X. Han, and S. Yan. A HOG-LBP Human Detector with Partial Occlusion Handling. In ICCV'09 (ORAL).
   
   
6. Y. Hu, L. Cao, F. Lv, S. Yan, Y. Gong, and T. Huang. Action Detection in Complex Scenes with Spatial and Temporal Ambiguities. In ICCV'09 (ORAL).
   
   
7. X. Wu, J. Yan, N. Liu, S. Yan, Y. Chen, and Z. Chen. Probabilistic Latent Semantic User Segmentation for Behavioral Targeted Advertising. In ADKDD'09 workshop.
   
   
8. W. Zhang, J. Yan, and S. Yan. Temporal Query Substitution for Ad Search. In ACM SIGIR'09 (Poster).
   
   
9. Y. Jia, S. Yan, and C. Zhang. Semi-supervised Learning on Evolutionary Data. International Joint Conference on Artificial Intelligence (IJCAI), 2009 (ORAL).
   
   
10. T. Li, S. Yan, and I. Kweon. Local-Driven Semi-Supervised Learning with Multi-Label. In ICME'09 (Invited Paper).
    
    
11. B. Ni, S. Yan, and A. Kassim. Contextualizing Histogram. In CVPR'09.
    
    
12. B. Ni, S. Yan, and A. Kassim. Recognizing Human Group Activities by Localized Causalities. In CVPR'09.
    
    
13. C. Wang, S. Yan, L. Zhang, and H. Zhang. Multi-Label Sparse Coding for Automatic Image Annotation. In CVPR'09.
    
    
14. C. Wang, Z. Song, S. Yan, L. Zhang, and H. Zhang. Multiplicative Nonnegative Graph Embedding. In CVPR'09.
    
    
15. T. Li, T. Mei, S. Yan, and I. Kweon. Contextual Decomposition of Multi-Label Images. In CVPR'09.
    
    
16. J. Sun, X. Wu, S. Yan, L. Cheong, T. Chua, and J. Li. Hierarchical Spatio-Temporal Context Modeling for Action Recognition. In CVPR'09 (ORAL).
    
    
17. C. Wang, S. Yan, L. Zhang, and H. Zhang. Non-Negative Semi-Supervised Learning. In AISTATS'09.
    
    
18. B. Ni, S. Yan, and A. Kassim. Directed Markov Stationary Features for Visual Classification. In ICASSP'09.
    
    
19. C. Wang, S. Yan, and H. Zhang. Large Scale Natural Image Classification by Sparsity Exploration. In ICASSP'09 (Invited Paper).
    
    
20. S. Yan, H. Wang. Semi-supervised Learning by Sparse Representation. In SDM'09.
    
    
21. J. Yan, S. Yan, N. Liu, and Z. Chen. Straightforward Feature Selection for Scalable Latent Semantic Indexing. In SDM'09 (ORAL). 
    
    
22. X. Liu, S. Yan, J. Yan, and H. Jin. Unified Solution to Nonnegative Data Factorization Problems. In ICDM’09 (Regular Paper).
    
    
23. J. Yan, N. Liu, S. Yan, Q. Yang, and Z. Chen. Synthesizing Novel Dimension Reduction Algorithms in Matrix Trace Oriented Optimization Framework. In ICDM’09 (Regular Paper).
    
    
24. B. Ni, S. Yan, G. Zhu, Z. Song, Y. Lu, D. Guo, J. Yan. A Vision-Based Demographic Advertisement System. In ICCV’09 (demo).
    
    
25. L. Li , K. Hoe, S. Yan, and X. Yu. ML-Fusion based Multi-Model Human Detection and Tracking for Robust Human-Robot Interfaces. IEEE Workshop on Applications of Computer Vision, 2009.
    
    
26. B. Bao, T. Li, and S. Yan. Hidden-Concept Driven Image Decomposition Towards Semi-Supervised Multi-Label Image Annotation. In ICIMCS2009.
    
    

2008 (99 publications till here)

1. D. Xu, S. Yan, S. Lin, and T. Huang. Convergent 2D Subspace Learning with Null Space Analysis. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 18(12): 1753-1759, 2008.
   
   
2. D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang, and T. Huang. Reconstruction and Recognition of Tensor-based Objects with Concurrent Subspaces Analysis. In IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 18(1):36-47, 2008.
   
   
3. X. Xie, S. Yan, J. Kwok, and T. Huang. Matrix-Variate Factor Analysis and Its Applications. In IEEE Transactions on Neural Networks (TNN), 19(10):1821-1826, 2008.
   
   
4. D. Xu, S. Yan, and J. Luo. Face Recognition Using Spatially Constrained Earth Mover's Distance.� In IEEE Transactions on Image Processing (TIP), 17(11):2256-2260, 2008.
   
   
5. Y. Mu, S. Yan,  T. Huang, and B. Zhou. Contextual Motion Field based Distance For Video Analysis. In The Visual Computer, 24(9):595-603, 2008.
   
   
6. Y. Fu, S. Yan, and T. Huang. Correlation Metric for Generalized Feature Extraction. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 30(12):2229-2235, 2008.
   
   
7. S. Yan, H. Wang, X. Tang, J. Liu, and T. Huang. Regression from Uncertain Labels and Its Applications to Soft-Biometrics. In IEEE Transactions on Information Forensics and Security (TIFS), 3(4):698-708, 2008.
   
   
8. Y. Fu, S. Yan, and T. Huang. Classification and Feature Extraction by Simplexization. In IEEE Transactions on Information Forensics and Security (TIFS), 3(1):91-100, 2008. 　
   
   
9. X. Li, S. Maybank, S. Yan, D. Tao, and D. Xu. Gait Components and Their Applications to Gender Recognition. In IEEE Transactions on Systems, Man, and Cybernetics, Part C (T-SMC-C), 38(2):145-155, 2008. 　
   
   
10. X. Li, S. Lin, S. Yan, and D. Xu. Discriminant Locally Linear Embedding with High Order Tensor Data. In IEEE Transactions on Systems, Man, and Cybernetics, Part B (T-SMC-B), 38(2):342-352, 2008. 　
    
    

1. B. Ni, S. Yan, L. Cheong, and A. Kassim. Learning by Propagability. In ICDM'08 (ORAL).
   
   
2. J. Yan, S. Yan, N. Liu, and Z. Chen, Learning Latent Semantic Space for Effective Ranking. In ICDM'08.
   
   
3. N. Liu, J. Yan, S. Yan, W. Fan, and Z. Chen. Web Query Prediction by Unifying Model. ICDM Workshops 2008: 436-441.
   
   
4. Y. Zhou, S. Yan, and T. Huang. Categorizing Bi-Object Video Activities using Bag of Segments and Causality Features. ACM International Workshop onVision Networks for Behaviour Analysis, in conjunction with ACM MM'08.
   
   
5. X. Zhou, X. Zhuang, S. Yan, S. Chang, H. Mark, and T. Huang. SIFT-Bag Kernel for Video Event Analysis". In ACM MM'08 (ORAL).
   
   
6. J. Zhu, S. Hoi, M. Lyu, and S. Yan, Near-Duplicate Keyframe Retrieval by Nonrigid Image Matching. In ACM MM'08 (ORAL).
   
   
7. Z. Li, Y. Fu, S. Yan, and T. Huang, Real-time Human Action Recognition by Luminance Field Trajectory Analysis. In ACM MM'08.
   
   
8. F. Nie, S. Xiang, Y. Jia, C. Zhang, and S. Yan. Trace Ratio Criterion for Feature Selection. In AAAI'08 (ORAL).
   
   
9. Y. Mu, S. Yan, T. Huang, and B. Zhou. Contextual Motion Field based Distance For Video Analysis. In Computer Graphics International (CGI'08).
   
   
10. S. Yan, X. Zhou, M. Liu, J. Mark, and T. Huang. Regression from Patch-kernel. In CVPR'08.
    
    
11. J. Yang, S. Yan, Y. Fu, X. Li, and T. Huang. Non-Negative Graph Embedding. In CVPR'08 (ORAL).
    
    
12. H. Wang, S. Yan, J. Liu, X. Tang, and T. Huang. Misalignment Robust Face Recognition. In CVPR'08.
    
    
13. Y. Zhou, S. Yan, and T. Huang. Pair-Activity Classification by Bi-Trajectory Analysis. In CVPR'08.
    
    
14. Y. Mu, S. Yan, Y. Liu, T. Huang, and B. Zhou. Discriminative Local Binary Patterns for Human Detection in Personal Album. In CVPR08.
    
    
15. D. Xu, T. Chua, S. Yan, and S. Chang. Near Duplicate Image Identification with Spatially Aligned Pyramid Matching. In CVPR'08.
    
    
16. S. Yan, M. Liu, and T. Huang. Extract Age Information from Coordinate Local Signals. In ICASSP'08 (ORAL).
    
    
17. Y. Fu, S. Yan, and T. Huang. Discriminant Simplex Analysis. In ICASSP'08 (ORAL).
    
    
18. M. Liu, S. Yan, Y. Fu, and T. Huang. Flexible X-Y Patches for Face Recognition. In ICASSP'08.
    
    

2007

1. S. Yan, Y. Hu, D. Xu, H. Zhang, B. Zhang, and Q. Cheng. Nonlinear Discriminant Analysis on Embedded Manifold. In IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 17(4):468-477, 2007.
   
   
2. S. Yan, D. Xu, and X. Tang. Face Verification with Balanced Thresholds. In IEEE Transactions on Image Processing (TIP), 16(1):262-268, 2007.
   
   
3. S. Yan, D. Xu, L. zhang, Q. Yang, X. Tang, and H. Zhang. Multilinear Discriminant Analysis for Face Recognition. In IEEE Transactions on Image Processing (TIP), 16(1):212-220, 2007.
   
   
4. D. Xu, S. Lin, S. Yan, and X. Tang. Rank-one Projections with Adaptive Margins for Face Recognition. In IEEE Transactions on Systems, Man, and Cybernetics--Part B: Cybernetics, 37(5):1226-1236, 2007. 　
   
   
5. S. Yan, J. Liu, X. Tang, and T. Huang. A Parameter-free Framework for General Supervised Subspace Learning. In IEEE Transactions on Information Forensics and Security (TIFS), 2(1):69-76, 2007.
   
   
6. S. Yan, D. Xu, B. Zhang, H. Zhang, Q. Yang, and S. Lin. Graph Embedding and Extension: A General Framework for Dimensionality Reduction. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 29(1):40-51, 2007.
   
   
7. S. Yan, H. Wang, J. Liu, X. Tang, and T. Huang. Ranking with Uncertain Labels and Its Applications. In Frontiers of Computer Science in China (Invited paper), 1(4):407-412, 2007.
   
   
8. D. Xu, S. Yan, D. Tao, S. Lin, and H. Zhang. Enhanced Marginal Fisher Analysis for Human Gait Recognition and Content Based Image Retrieval. In IEEE Transactions on Image Processing (TIP), 16(11):2811-2821, 2007.
   
   
9. S. Yan, J. Liu, X. Tang, T. Huang. Formulating Face Verification with Semidefinite Programming. In IEEE Transactions on Image Processing (TIP), 16(11):2802-2810, 2007.
   
   
10. S. Yang, S. Yan, C. Zhang, and X. Tang. Bilinear Analysis for Kernel Selection and Nonlinear Feature Extraction. In IEEE Transactions on Neural Networks (TNN), 18(5):1442-1452, 2007.
    
    
11. D. Xu, D. Tao, X. Li, and S. Yan. Face Recognition: A Generalized Marginal Fisher Analysis Approach. Int’l Journal of Image and Graphics (IJIG), 7(3):583-591, 2007.
    
    

1. W. Pu, N. Liu, S. Yan, J. Yan, K. Xie, and Z. Chen. Local Word Bag Model for Text Categorization. In ICDM'07.
   
   
2. S. Yan, H. Wang, T. Huang, and X. Tang. Learning Auto-Structured Regressor from Uncertain Labels. In ICCV'07.
   
   
3. S. Yan, Z. Zhang, Y. Fu, Y. Hu, J. Tu, and T. Huang. Learning a Person-Independent Representation for Precise 3D Pose Estimation. In CLEAR07.
   
   
4. H. Wang, S. Yan, T. Huang, J. Liu, and X. Tang. Transductive Regression Piloted by Inter-Manifold Relations. In ICML'07.
   
   
5. S. Yan, H. Wang, T. Huang, and X. Tang. Ranking with Uncertain Labels. In ICME'07.
   
   
6. Y. Zhou, S. Yan, and T. Huang. Detecting Anomaly in Videos from Trajectory Similarity Analysis. In ICME'07.
   
   
7. Y. Sun, N. Liu, K. Xie, S. Yan, B. Zhang, and Z. Chen. Causal Relation of Queries from Temporal Logs. In WWW'07.
   
   
8. S. Yan, D. Xu, S. Lin, T. Huang, and S. Chang. Element Rearrangement for Tensor-Based Subspace Learning. In CVPR'07.
   
   
9. H. Wang, S. Yan, D. Xu, X. Tang, and T. Huang. Trace Ratio vs. Ratio Trace for Dimensionality Reduction. In CVPR'07.
   
   
10. S. Yan, H. Wang, X. Tang, T. Huang. Exploring Feature Descriptors for Face Recognition. In ICASSP'07 (ORAL).
    
    
11. H. Wang, S. Yan, X. Tang, and T. Huang. A Convergent Solution to Tensor Subspace Learning. In IJCAI'07(ORAL).
    
    

2006

1. J. Yan, B. Zhang,  N. Liu, S. Yan, et al. Effective and Efficient Dimensionality Reduction for Large Scale and Streaming Data Processing. In IEEE Transactions on Knowledge and Data Engineering, 18(3):320-333, 2006.
   
   
2. J. Yan, B. Y. Zhang, S. Yan, N. Liu et. al. A Scalable Supervised Dimensionality Reduction Algorithm on Streaming Data. In Information Sciences Journal-Informatics and Computer Science Intelligent Systems Applications, 176(14):2042-2065, 2006.
   
   
3. D. Xu, S. Yan, D. Tao, L. Zhang, Li. X, and H. Zhang. Human Gait Recognition With Matrix Representation. In IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 16(7):896-903, 2006.
   
   

1. J. Yan, N. Liu, B. Zhang, Q. Yang, S. Yan, and Z. Chen. A Novel Scalable Algorithm for Supervised Subspace Learning. In ICDM'06.
   
   
2. H. Wang, S. Yan, T. Huang, and X. Tang. Maximum Unfolded Embedding: Formulation, Solution and Application for Image Clustering. In ACM-MM'06.
   
   
3. S. Yan, and X. Tang. Dimensionality Reduction with Adaptive Kernels. In ICPR2006.
   
   
4. T. Yuan, S. Yan, and X. Tang. Perspective Symmetry Invariant for Face Analysis. In ICPR2006.
   
   
5. J. Dai, S. Yan, X. Tang, and J. Kwok. Locally Adaptive Classification Piloted by Uncertainty. In ICML06.
   
   
6. S. Yan, X. Tang, and T. Yuan. Learning Semantic Patterns with Discriminant Localized Binary Projections. In CVPR'06.
   
   
7. D. Xu, Steve Lin, S. Yan, and X. Tang. Rank-one Projections with Adaptive Margins for Visual Recognition. In CVPR'06.
   
   
8. D. Lin, S. Yan, and X. Tang. Pursuing Informative Projection on Grassmann Manifold. In CVPR'06.
   
   
9. S. Yan, X. Tang. Trace Quotient Problems Revisited. In ECCV'06.
   
   

2005

1. C. Hu, B. Zhang, Y. Wang, S. Yan, Z. Chen, Q. Wang, and Q. Yang. Learning Quantifiable Associations via Principal Sparse Non-negative Matrix Factorization. International Journal Intelligent Data Analysis, 9(6):603-620, 2005.
   
   
2. D. Jiang, Y. Hu, S. Yan, L. Zhang, H. Zhang, and W. Gao. Efficient 3D Reconstruction for Face Recognition. In Pattern Recognition, 38(6):787-798, 2005.
   
   
3. H. Li, S. Yan, and L. Peng. Robust Non-frontal Face Alignment with Edge Based Texture. In Journal of Computer Science and Technology, 20(9):849-854, 2005.
   
   
4. X. He, S. Yan, Y. Hu, P. Niyogi, and H. Zhang. Face Recognition using Laplacianfaces. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 27(3):328-340, 2005.
   
   

1. X. He, D. Cai, S. Yan, and H. Zhang. Neighborhood Preserving Embedding. In ICCV'05.
   
   
2. S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang, and H. Zhang. Discriminant Analysis with Tensor Representation. In CVPR'05.
   
   
3. S. Yan, D. Xu, B. Zhang, and H. Zhang. Graph Embedding: A General Framework for Dimensionality Reduction. In CVPR'05(ORAL).
   
   
4. S. Yan, D. Xu, L. Zhang, B. Zhang, and H. Zhang. Coupled Kernel-based Subspace Learning. In CVPR'05.
   
   
5. S. Yang, S. Yan, D. Xu, X. Tang, and C. Zhang. Fisher+Kernel Criterion for Discriminant Analysis. In CVPR'05.
   
   
6. D. Xu, S. Yan, L. Zhang, H. Zhang, Z. Liu, and H. Shum. Concurrent Subspace Analysis. In CVPR'05.
   
   
7. J. Yan, B. Zhang, N. Liu, S. Yan, Z. Chen, Q. Cheng, W. Fan, W. Ma. OCFS: Optimal Orthogonal Centroid Feature Selection for Text Categorization. In SIGIR'05.
   
   
8. S. Yan, X. Tang. Largest-Eigenvalue-Theory for Incremental Principal Component Analysis. In ICIP'05.
   
   
9. D. Lin, S. Yan, X. Tang. Feedback-based Dynamic Generalized LDA for Face Recognition. In ICIP'05.
   
   
10. D. Lin, S. Yan, X. Tang. Comparative Study: Face Recognition on Unspecific Persons using Linear Subspace Methods. In ICIP'05.
    
    
11. D. Lin, Y. Xu, X. Tang, S. Yan. Tensor-based Factor Decomposition for Relighting. In ICIP'05.
    
    
12. C. Wang, S. Yan, H. Zhang and W. Ma. Realistic 3D Face Modeling by Fusing Multiple 2D Images. In MMM2005.
    
    
13. D. Xu. S. Yan, L. Zhang, M. Li, W. Ma, Z. Liu and H. Zhang. Parallel Image Matrix Compression for Face Recognition. In MMM2005.

2004

1. S. Yan, X. He, Y. Hu, M. Li, H. Zhang, and Q. Cheng. Bayesian Shape localization for Face Recognition Using Global and Local Textures. In IEEE Transactions on Circuits and Systems for Video Technology, 14(1):102-113, 2004.  
   
   

1. C. Wang, S. Yan, H. Li, H. Zhang, M. Li and W. Ma. Automatic, Effective and Efficient 3D Face Reconstruction from an Arbitrary View 2D Image. In PCM'04.
   
   
2. N, Liu, J. Yan, B. Zhang, Q. Yang, S. Yan, and Z. Chen. Learning Similarity Measures in the Non-orthogonal Space. In CIKM'04.
   
   
3. C. Hu, B. Zhang, S. Yan, Q. Yang, Z. Chen, and W. Ma. Mining Ratio Rules Via Principal Sparse Non-Negative Matrix Factorization. In ICDM'04.
   
   
4. J. Yan, B. Zhang, S. Yan, Z. Chen, W. Fan, Q. Yan, W. Ma and Q. Cheng. IMMC: Incremental Maximum Marginal Criterion. In SIGKDD'04.
   
   
5. Y. Hu, S. Yan, D. Jiang, X. Rong and Y. Zhou. Personalized 3D Face Model Reconstruction from Single Image. In the Demos of The 8th European Conference on Computer Vision - ECCV 2004, Prague, May 11-14, 2004.
   
   
6. S. Yan, H. Zhang, Y. Hu, B. Zhang, and Q. Cheng. Discriminant Analysis on Embedded Manifold. In Proceeding of The 8th European Conference on Computer Vision - ECCV 2004, Prague, May 11-14, 2004.
   
   
7. W. Xi, B. Zhang, Z. Chen, Y. Lu, S. Yan, W. Ma, and E. Fox. Link Fusion: A Unified Link Analysis Framework for Multi-Type Interrelated Data Objects. In Proceeding of the 13th International World Wide Web Conference , NY, WWW 2004.
   
   
8. X. He, S. Yan, Y. Hu, H. Liu, H. Zhang. Spectral Analysis for Face Recognition. In the Sixth Asian Conference on Computer Vision, ACCV 2004, Korea, Jan 28-30, 2004.
   
   
9. Y. Hu, D. Jiang, S. Yan, L. Zhang, H. Zhang. Automatic 3D Reconstruction for Face Recognition. In the 6th Intl. Conf. on Automatic Face and Gesture Recognition FG2004.
   
   
10. Y. Lu, X. Liu, W. Xi, B. Zhang, H. Li, Z. Chen, S. Yan, and W. Ma. Efficient PageRank with Same Out-link Groups. In 2004 Asia Information Retrieval Symposium.
    
    
11. N. Liu, B. Zhang, J. Yan, W. Xi, S. Yan and Z. Chen. An Incremental Supervise Learning Criterion in Digital Library Documents Categorization. In ICADL'04.
    
    

2003

1. S. Yan, C. Liu, S. Li, H. Zhang, H. Shum, and Q. Cheng. Face alignment using texture-constrained active shape models. In Image and Vision Computing (IVC), 21(1):69-75, 2003.
   
   
2. S. Yan, X. Hou, Z. Li, H. Zhang, and Q. Cheng. Face Alignment Using View-Based Direct Appearance Models. In International Journal of Imaging Systems and Technology, 13(1):106-112, 2003.
   
   

1. S. Yan, M. Li, H. Zhang, and Q. Cheng. Ranking Prior Likelihood Distributions for Bayesian Shape Localization Framework. In Proceeding of the 9th International Conference on Computer Vision, France, Nice, ICCV'03.
   
   
2. X. He, S. Yan, Y. Hu, H. Zhang. Learning a Locality Preserving Subspace for Visual Recognition. In Proceeding of the 9th International Conference on Computer Vision, France, Nice, ICCV'03.

2002

1. S. Yan, C. Liu, S. Li, L. Zhu, H. Zhang, H. Shum, Q. Cheng. Texture-Constrained Active Shape Models. In ECCV'02 Workshop on Generative-Model-Based Vision. Copenhagen, Denmark. May, 2002.
   
   
2. Z. Li, S. Tang, S. Yan. Multi-Class SVM Classifier Based on Pairwise Coupling. In SVM 2002: 321-333.
   
   
3. S. Li, S. Yan, H. Zhang, Q. Cheng. Multi-View Face Alignment Using Direct Appearance Models. In Proceedings of the 5th International Conference on Automatic Face and Gesture Recognition. Washington, DC, USA. 20-21 May, FG2002.

2001

1. S. Li, X. Zou, Y. Hu, Z. Zhang, S. Yan, X. Peng, L. Huang, H. Zhang. Real-Time Multi-View Face Detection, Tracking, Pose Estimation, Alignment, and Recognition. International Conference on Computer Vision and Pattern Recognition, Demo Summary. Hawaii. December, CVPR'01.