Journal Publications

Wang D, Tan X. Robust Distance Metric Learning via Bayesian Inference. IEEE Transactions on Image Processing, 2017. (Accepted) 

Tian Q, Chen S. Joint Gender Classification and Age Estimation by Nearly Orthogonalizing Their Semantic Spaces. Image and Vision Computing, 2017. (Accepted) 

Huang F, Chen S. Learning Dynamic Conditional Gaussian Graphical Models. IEEE Transactions on Knowledge and Data Engineering, 2017. (Accepted)

Yousefnezhad M, Huang SJ, Zhang D. WoCE: a framework for clustering ensemble by exploiting the wisdom of Crowds theory. IEEE transactions on cybernetics. 2017 (Accepted) 

Jin X, Tan X. Face alignment in-the-wild: a survey. Computer Vision and Image Understanding, 2017. (Accepted) 

Li P, Chen S. Hierarchical Gaussian Processes Model for Multi-task Learning. Pattern Recognition, 2017. (Accepted) 

Ma Z, Chen S. Multi-dimensional classification via a metric approach. Neurocomputing, 2017. (Accepted) 

Huang F, Chen S, Huang S. Joint Estimation of Multiple Conditional Gaussian Graphical Models. IEEE Transactions on Neural Networks and Learning Systems, 2017.(Accepted) 

Wang D, Tan X. Bayesian Neighbourhood Component Analysis. IEEE Transactions on Neural Networks and Learning Systems, 2017.(Accepted) 

Hao X, Li C, Yan J, Yao X, Risacher SL, Saykin AJ, Shen L, Zhang D, Alzheimer’s Disease Neuroimaging Initiative. Identification of associations between genotypes and longitudinal phenotypes via temporally-constrained group sparse canonical correlation analysis. Bioinformatics. 2017, 33(14):341-349. 

Zu C, Zhu L, Zhang D. Iterative sparsity score for feature selection and its extension for multimodal data. Neurocomputing. 2017, 259:146-153. 

Zu C, Wang Z, Zhang D, Liang P, Shi Y, Shen D, Wu G. Robust multi-atlas label propagation by deep sparse representation. Pattern recognition. 2017 63:511-517. 

Yousefnezhad M, Zhang D. Anatomical Pattern Analysis for decoding visual stimuli in human brains. Cognitive Computation. 2017, 5:1-12. 

Tian Q, Chen S. Cross-heterogeneous-database age estimation through correlation representation learning. Neurocomputing, 2017, 238: 286-295. 

Wang L, Chen S. Joint representation classification for collective face recognition. Pattern Recognition, 2017, 63: 182-192. 

Song G, Tan X. Hierarchical deep hashing for image retrieval. Frontiers of Computer Science, 2017, 11(2): 253-265. 

Cai Y, Tan X, Tan X. Selective Weakly Supervised Human Detection under Arbitrary Poses. Pattern Recognition, 2017, 65: 223-237. 

Shao W, Ding Y, Shen H B, et al. Deep model-based feature extraction for predicting protein subcellular localizations from bio-images. Frontiers of Computer Science, 2017, 11(2): 243-252. 

Shao W, Liu M, Xu Y Y, et al. An Organelle Correlation-Guided Feature Selection Approach for Classifying Multi-Label Subcellular Bio-images. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2017. 

Yousefnezhad M, Huang S J, Zhang D. WoCE: a framework for clustering ensemble by exploiting the wisdom of Crowds theory. IEEE Transactions on Cybernetics, 2017. 

Hao X, Li C, Du L, et al. Mining Outcome-relevant Brain Imaging Genetic Associations via Three-way Sparse Canonical Correlation Analysis in Alzheimer’s Disease. Scientific Reports, 2017, 7. 

Jie B, Liu M, Liu J, et al. Temporally Constrained Group Sparse Learning for Longitudinal Data Analysis in Alzheimer's Disease. IEEE Transactions on Biomedical Engineering, 2017, 64(1): 238-249. 

Conference Publications

Yousefnezhad M, Zhang D. Deep Hyperalignment. Proceedings of the International Conference on  Neural Information Processing Systems. 

Sun L, Shao W, Zhang D.  High-order boltzmann machine-based unsupervised feature learning for multi-atlas segmentation. Proceedings of the 2017 IEEE 14th International Symposium on Biomedical Imaging. 

Wang M, Hao X, Huang J, Wang K, Xu X, Zhang D. Multi-level Multi-task Structured Sparse Learning for Diagnosis of Schizophrenia Disease.  Proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention 2017. 

Yousefnezhad M, Zhang D.  Local Discriminant Hyperalignment for Multi-Subject fMRI Data Alignment. Thirty-First AAAI Conference on Artificial Intelligence. 2017: 59-65.. 

Song G, Tan X. Cross-modal Retrieval via Memory Network. Proceedings of the 28rd British Machine Vision Conference (BMVC 2017), 2017. (Accepted). 

Jing X Y, Wu F, Dong X, Shan S, Chen S.  Semi-Supervised Multi-View Correlation Feature Learning with Application to Webpage Classification. Thirty-First AAAI Conference on Artificial Intelligence. 2017. 

Huang S, Gao N, Chen S.Multi-instance multi-label active learning. Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI'17), 2017.  

Huang S, Chen J, Mu X and Zhou Z.Cost-Effective Active Learning from Diverse Labelers. Proceedings of the 26th International Joint Conference on Artificial Intelligence (IJCAI'17), 2017.  

Ding Y, Huang S, Zu C, Zhang D.Margin Distribution Logistic Machine. Proceedings of the 17th SIAM International Conference on Data Mining (SDM'17), 2017.