Zhang, L., Chen, S., & Qiao, L.Graph optimization for dimensionality reduction with sparsity constraints. Pattern Recognition, 2012, 45(3), 1205-1210.
Wang, Y., Chen, S., & Zhou, Z.H. New semi-supervised classification method based on modified cluster assumption. IEEE Transactions on Neural Networksand Learning Systems, 2012, 23(5), 689-702.
Gu, J., & Chen, S.Manifold based canonical correlation analysis for wireless sensor network localization. Wireless Communications and Mobile Computing, 2012, 12(15),1389-1404.
Zhang D, Shen D. Predicting future clinical changes of MCI patients usinglongitudinal and multimodal biomarkers. PloS one, 2012.
Zhang D, Shen D. Multi-modal multi-task learning for joint prediction of multipleregression and classification variables in Alzheimer's disease. Neuroimage,2012,59(2): 895-907.
Li Y, Gao S, Chen S. Ensemble FeatureWeighting Based on Local Learning and Diversity.AAAI 2012.
Song F, Tan X, & Chen S. Exploiting relationship between attributes for improved face verification. Computer Vision and ImageUnderstanding, 2012, 122, 143-154.
Xue H, Chen S, & Huang J.Discriminative indefinite kernel classifier from pairwise constraints and unlabeled data. In International Conference on Pattern Recognition (ICPR) 2012(pp. 497-500).
Liu X, Tan X, & Chen S. Eyes closeness detection using appearance based methods. In Intelligent Information Processing VI 2012, (pp.398-408). Springer Berlin Heidelberg.
Liu M, Chen S, & Zhang D. Learning attribute relation in attribute-based zero-shot classification. In Intelligent Scienceand Intelligent Data Engineering 2012, (pp. 514-521). Springer BerlinHeidelberg.
Zhang D, Liu J, Shen D. Temporally-Constrained Group Sparse Learning forLongitudinal Data Analysis. MICCAI 2012, Nice, France, Oct. 1-5, 2012.
Cheng B, Zhang D, Shen D. Domain Transfer Learning for MCI Conversion Prediction. MICCAI 2012, Nice, France, Oct. 1-5, 2012.
Jie B, Zhang D, Wee C, Shen D. Structural Feature Selection for ConnectivityNetwork-Based MCI Diagnosis. MBIA 2012, Nice, France, Oct. 1, 2012.
Liu M, Sun D, Zhang D. Sparsity Score: A New Filter Feature Selection MethodBased on L1 Graph. ICPR 2012, Tsukuba, Japan, Nov. 11-15, 2012.
Miao L, Liu M, Zhang D. Cost-Sensitive Feature Selection with Application inSoftware Defect Prediction. ICPR 2012, Tsukuba, Japan, Nov. 11-15, 2012.
Guo Q, Zhang D. Semi-Supervised Sparse Label Fusion for Multi-atlas BasedSegmentation. CCPR 2012, Beijing, China, September 24-26, 2012.
Zhu L, Miao L, Zhang D. Iterative Laplacian score for feature selection. CCPR 2012, Beijing, China, Sep. 24-26, 2012.
Zu C, Zhang D. Sparsity preserving canonical correlation analysis. CCPR 2012, Beijing, China, Sep. 24-26, 2012.