Journal Publications

Yang B, Chen S, Wu X,  Structurally motivated framework for discriminant analysis,  Pattern Analysis and Applications,2011, 14(4): 349-367.           

Gu J，Chen S, Sun T.  Localization with Incompletely paired Data in Complex Wireless Sensor        Network, IEEE Trans. Wireless Communications, 2011, 10(9): 2841-2849.

Wang Z, Chen S, Gao D,  A Novel Multi-view Learning Developed from Single-view Patterns,        Pattern Recognition, 2011, 44(10-11): 2395-2413.         

Wang Z, Chen S,  Gao D, A Novel Multi-view Classifier based on Nyström Approximation, Expert systems with applications, 2011, 38(9): 11193-11200.

Wang Y, Chen S, Xue H,  Support Vector Machines incorporated with feature discrimination, Expert systems with applications,  2011, 38(10):12506-12513.

Xue H, Chen S, and Yang Q, Structural Regularized Support Vector Machine: A Framework for Structural Large Margin Classifier, IEEE Trans. on Neural Networks, 2011, 22(4): 573-587.

Chen X, Chen S, Xue H,  Large Correlation Analysis, Applied Mathematics and Computation, 2011, 217(22):9041-9052.

Zhang J, Zhang D.  A novel ensemble construction method for multi-view data using random cross-view correlation between within-class examples. Pattern Recognition, 2011, 44(6): 1162-1171.  

Chen S, Zhang D. Semisupervised dimensionality reduction with pairwise constraints for hyperspectral image classification. IEEE Geoscience and Remote Sensing Letters, 2011, 8(2): 369-373.  

Zhang D, Wang Y, Zhou L, Yuan H, Shen D.  Multimodal classification of Alzheimer's disease and mild cognitive impairment. Neuroimage, 2011, 55(3): 856-867. 

Conference Publications

Hu E, Wang B, Chen S, BCDNPKL : Scalable Non-Parametric Kernel Learning Using Block Coordinate Descent, ICML 2011 

 Zhang D, Shen D. MultiCost: Multi-stage Cost-sensitive Classification ofAlzheimer’s Disease. MLMI 2011, Toronto, Canada, Sep. 18, 2011. 

 Cheng B, Zhang D, Chen S, ShenD.  Predicting Clinical Scores UsingSemi-supervised Multimodal Relevance Vector Regression. MLMI 2011, Toronto, Canada, Sep. 18, 2011. 

 Zhang D, Wu G, Jia H, Shen D. Confidence-Guided Sequential Label Fusion forMulti-Atlas Based Segmentation. MICCAI 2011, Toronto, Canada, Sep. 18-22, 2011. 

 Zhang D,Shen D. Multi-Modal Multi-Task Learning for Joint Prediction of ClinicalScores in Alzheimer's Disease. MBIA 2011,Toronto, Canada, September 18,2011. 

 Zhang D,Shen D. Semi-supervised multimodal classification of Alzheimer'sdisease. ISBI 2011, Chicage, USA, March 2- April 2, 2011.