Journal Publications
Gu J, Chen S, Manifold-based Canonical Correlation Analysis for Wireless Sensor Network Localization, Wireless Communication and Mobile Computing, 10:1-16 (2010)
Xue H, Chen S, Glocalization Pursuit Support Vector Machine, Neural Computing and applications, 20(7):1043-1053 (2010)
Ding J, Ma R, Yang J, Chen S, A tree-structured framework for purifying 'complex' clusters with structural roles of individual data, Pattern Recognition, 43(11): 3753-3767 (2010)
Yang B, Chen S, Sample-dependent Graph Construction with Application to Dimensionality Reduction, Neurocomputing, 74(1-3): 301-314 (2010)
Hu E, Chen S, Zhang D, Yin X, Semi-supervised kernel matrix learning by kernel propagation, IEEE Transactions on Neural Netwoks, 21(11): 1831-1841 (2010)
Yang B, Chen S. Disguised Discrimination of Locality-based Unsupervised Dimensionality Reduction. International Journal of Pattern Recognition and Artificial Intelligence (IJPRA), 24(7): 1011-1025 (2010)
Liu J, Chen S, Zhou Z, Tan X, Generalized Low Rank Approximations of Matrices Revisited, IEEE Transactions on Neural Netwoks, 21(4): 621-632 (2010)
Qiao L, Zhang L, Chen S, An empirical study of two typical locality preserving linear discriminant analysis methods, NeuroComputing, 73(10-12): 1587-1594 (2010)
Cai W, Chen S, Zhang D, A Multi-objective Simultaneous Learning Framework for Clustering and Classification, IEEE Trans. Neural Networks, 21(2): 185-200 (2010)
Hu E, Chen S, Yin X, Manifold Contraction for Semi-Supervised Classification, Science in China (F), 53(6), 1170-1187, 2010
Wang Y, Chen S, Xue H, Structure-embedded AUC-SVM, International Journal of Pattern Recognition and Artificial Intelligence, 24(5), 667-690, 2010
Hu E, Yin X, Wang Y, Chen S. SSPS: A Semi-Supervised Pattern Shift for Classification. Neural Processing Letters 31(3): 243-257 (2010)
Wang Z, Chen S, Xue H, Pan Z. A Novel Regularization Learning for Single-view Patterns: Multi-view Discriminative Regularization. Neural Processing Letters 31(3): 159-175 (2010)
Zhang L, Qiao L, Chen S. Graph-optimized Locality Preserving Projections. Pattern Recognition 43(6): 1993-2002 (2010)
Yin X, Chen S, Hu E, Zhang D. Semi-Supervised Clustering with Metric Learning: An Adaptive Kernel Method. Pattern Recognition 43(4): 1320-1333 (2010)
Qiao L, Chen S, Tan X. Sparsity Preserving Discriminant Analysis for Single Training Image Face Recognition. Pattern Recognition Letters 31(5): 422-429 (2010).
Qiao L, Chen S, Tan X. Sparsity preserving projections with applications to face recognition. Pattern Recognition 43(1): 331-341 (2010)
Sun D, Zhang D. Bagging constraint score for feature selection with pairwise constraints. Pattern Recognition, 2010, 43(6): 2106-2118.
Peng Y, Zhang D, Zhang J. A new canonical correlation analysis algorithm with local discrimination. Neural processing letters, 2010, 31(1): 1-15.
Huang P, Zhang D. Locality sensitive C-means clustering algorithms. Neurocomputing, 2010, 73(16-18): 2935-2943.
Tan X and Triggs B. Enhanced Local Texture Feature Sets for Face Recognition under Difficult Lighting Conditions. IEEE Transactions on Image Processing, 19(6), 1635-1650,2010.
Conference Publications
Tan X, Li Y, Liu J, Jiang L. Face Liveness Detection from A SingleImage with Sparse Low Rank Bilinear Discriminative Model. Proceedings of the 11th European Conference on Computer Vision(ECCV'10), Crete, Greece. September 2010.
Xiang S, Chen S,Qiao L. Sparse Representation: ExtractAdaptive Neighborhood for Multilabel Classification. PRICAI2010: 304-314.
Zhang J, Zhang D. Canonical random correlation analysis. ACM 2010, Barelona, Spain. September 26-30, 2010.
Technical Reports