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Changshui Zhang
(ALIAS: Chang-shui Zhang) [FOAF]  [Follow]

Position: Associate Editor
Affiliation: Dept of Automation Tsinghua University
Address: Dept of Automation, Tsinghua University, Beijing,100084??China
Phone: 86-010-62782455
Fax: 86-010-62786911
Email:
Homepage: http://www.au.tsinghua.edu.cn/szll/bodao...
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Statistics: H-index: 15 (See all experts' h-index.)
total citation number: 1319
highest-cited paper: A Two-Step Approach to Hallucinating Faces: Global Parametric Model and Local Nonparametric Model (2001) at CVPR (1) (Cited By 152)

Research Interest:

EEG signal classification, Semi-Supervised Classification, content-based image retrieval, image retrieval, metric learning

Show Temporal Interests (Do you want to see the change of his/her research interests?)

Education: [Edit]

Phd University: Tsinghua University Phd Major: Department of Automation Phd Date: 1992
Bachelor University: Beijing University Bachelor Major: Mathematics Bachelor Date: 1986

National Science Foundation - CN

[3] 张长水, 数据理解的若干基本问题研究 (60835002), 2009-01-01 - 2012-12-01
[2] 张长水, 图上的机器学习算法及其应用的研究 (60675009), 2007-01-01 - 2009-12-01
[1] 张长水, 主动学习和半监督学习的理论和应用的研究 (60475001), 2005-01-01 - 2007-12-01

Publications: [Edit disambiguation Result]

2009(33)
[180]Kun Gai, Zhenwei Shi, Changshui Zhang. Blind separation of superimposed images with unknown motions. 2009. pp.1881~1888   [Bibtex]
[179]Gang Chen, Jianwen Zhang, Fei Wang, Changshui Zhang, Yuli Gao. Efficient multi-label classification with hypergraph regularization. 2009. pp.1658~1665    Cited By 2[Bibtex]
[178]Bin Liu, Shuo Chen, Mingjie Qian, Changshui Zhang. Sparse Norm-Regularized Reconstructive Coefficients Learning. 2009. pp.854~859   [Bibtex]
[177]Bin Zhao, James Tin-Yau Kwok, Changshui Zhang. Maximum Margin Clustering with Multivariate Loss Function. 2009. pp.637~646   [Bibtex]
[176]Guangyun Chen, Gang Chen, Jianwen Zhang, Shuo Chen, Changshui Zhang. Beyond Banditron: A Conservative and Efficient Reduction for Online Multiclass Prediction with Bandit Setting Model. 2009. pp.71~80   [Bibtex]
[175]Shuo Chen, Bin Liu, Mingjie Qian, Changshui Zhang. Kernel K-means Based Framework for Aggregate Outputs Classification. 2009. pp.356~361   [Bibtex]
[174]Bin Zhao, Changshui Zhang. Compressed Spectral Clustering. 2009. pp.344~349   [Bibtex]
[173]Mingjie Qian, Feiping Nie, Changshui Zhang. Probabilistic Labeled Semi-supervised SVM. 2009. pp.394~399   [Bibtex]
[172]Bin Zhao, James Tin-Yau Kwok, Fei Wang, Changshui Zhang. Unsupervised Maximum Margin Feature Selection with manifold regularization. 2009. pp.888~895   [Bibtex]
[171]Shuo Chen, Bin Liu, Mingjie Qian, Changshui Zhang. Instance- and bag-level manifold regularization for aggregate outputs classification.  CIKM'2009. pp.1593~1596   [Bibtex]
[170]Mingjie Qian, Feiping Nie, Changshui Zhang. Efficient multi-class unlabeled constrained semi-supervised SVM.  CIKM'2009. pp.1665~1668    Cited By 1[Bibtex]
[169]Zheng Wang, Yangqiu Song, Changshui Zhang. Knowledge Transfer on Hybrid Graph.  IJCAI'2009. pp.1291~1296    Cited By 1[Bibtex]
[168]Feiping Nie, Dong Xu, Ivor W. Tsang, Changshui Zhang. Spectral Embedded Clustering.  IJCAI'2009. pp.1181~1186   [Bibtex]
[167]Jianwen Zhang, Yangqiu Song, Gang Chen, Changshui Zhang. On-line Evolutionary Exponential Family Mixture.  IJCAI'2009. pp.1610~1615   [Bibtex]
[166]Shuo Chen, Changshui Zhang. Selecting Informative Universum Sample for Semi-Supervised Learning.  IJCAI'2009. pp.1016~1021   [Bibtex]
[165]Yangqing Jia, Shuicheng Yan, Changshui Zhang. Semi-Supervised Classification on Evolutionary Data.  IJCAI'2009. pp.1083~1088   [Bibtex]
[164]Yangqing Jia, Changshui Zhang. Front-view vehicle detection by Markov chain Monte Carlo method. Pattern Recognition, 2009: 313~321    Cited By 1[Bibtex]
[163]Chenping Hou, Changshui Zhang, Yi Wu, Yuanyuan Jiao. Stable local dimensionality reduction approaches. Pattern Recognition, 2009: 2054~2066    Cited By 2[Bibtex]
[162]Zhenwei Shi, Changshui Zhang. Fast nonlinear autocorrelation algorithm for source separation. Pattern Recognition, 2009: 1732~1741    Cited By 1[Bibtex]
[161]Fei Wang, Xin Wang, Daoqiang Zhang, Changshui Zhang, Tao Li. marginFace: A novel face recognition method by average neighborhood margin maximization. Pattern Recognition, 2009: 2863~2875   [Bibtex]
[160]Feiping Nie, Shiming Xiang, Yangqiu Song, Changshui Zhang. Extracting the optimal dimensionality for local tensor discriminant analysis. Pattern Recognition, 2009: 105~114    Cited By 6[Bibtex]
[159]Feiping Nie, Shiming Xiang, Yangqing Jia, Changshui Zhang. Semi-supervised orthogonal discriminant analysis via label propagation. Pattern Recognition, 2009: 2615~2627    Cited By 1[Bibtex]
[158]Bin Zhao, James T. Kwok, Changshui Zhang. Multiple Kernel Clustering.  SDM'2009. pp.638~649   [Bibtex]
[157]Qutang Cai, Changshui Zhang, Chunyi Peng. Analysis of classification margin for classification accuracy with applications. Neurocomputing, 2009: 1960~1968   [Bibtex]
[156]Gang Chen, Fei Wang, Changshui Zhang. Collaborative filtering using orthogonal nonnegative matrix tri-factorization. Inf. Process. Manage., 2009: 368~379    Cited By 9[Bibtex]
[155]Tao Ban, Changshui Zhang, Shigeo Abe. A new approach to discover interlacing data structures in high-dimensional space. J. Intell. Inf. Syst., 2009: 3~22   [Bibtex]
[154]Shiming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang, Chunxia Zhang. Embedding new data points for manifold learning via coordinate propagation. Knowl. Inf. Syst., 2009: 159~184    Cited By 11[Bibtex]
[153]Changshui Zhang, Feiping Nie, Shiming Xiang, Chenping Hou. Soft Constraint Harmonic Energy Minimization for Transductive Learning and its Two Interpretations. Neural Processing Letters, 2009: 89~102   [Bibtex]
[152]Yangqiu Song, Changshui Zhang, Jianguo Lee, Fei Wang, Shiming Xiang, Dan Zhang. Semi-supervised discriminative classification with application to tumorous tissues segmentation of MR brain images. Pattern Anal. Appl., 2009: 99~115    Cited By 2[Bibtex]
[151]Jingdong Wang, Fei Wang, Changshui Zhang, Helen C. Shen, Long Quan. Linear Neighborhood Propagation and Its Applications. IEEE Trans. Pattern Anal. Mach. Intell., 2009: 1600~1615    Cited By 3[Bibtex]
[150]Shiming Xiang, Feiping Nie, Chunxia Zhang, Changshui Zhang. Interactive Natural Image Segmentation via Spline Regression. IEEE Transactions on Image Processing, 2009: 1623~1632   [Bibtex]
[149]Fei Wang, Changshui Zhang, Tao Li. Clustering with Local and Global Regularization. IEEE Trans. Knowl. Data Eng., 2009: 1665~1678    Cited By 6[Bibtex]
[148]Shiming Xiang, Feiping Nie, Changshui Zhang, Chunxia Zhang. Nonlinear Dimensionality Reduction with Local Spline Embedding. IEEE Trans. Knowl. Data Eng., 2009: 1285~1298    Cited By 2[Bibtex]
2008(42)
[147]Zhiyao Duan, Lie Lu, Changshui Zhang. Collective Annotation of Music from Multiple Semantic Categories. 2008. pp.237~242    Cited By 4[Bibtex]
[146]Qu-Tang Cai, Chun-Yi Peng, Chang-Shui Zhang. A weighted subspace approach for improving bagging performance. 2008. pp.3341~3344   [Bibtex]
[145]Qu-Tang Cai, Yang-Qui Song, Chang-Shui Zhang. Cost-sensitive boosting algorithms as gradient descent. 2008. pp.2009~2012   [Bibtex]
[144]Bin Zhao, Fei Wang, Changshui Zhang, Yangqiu Song. Active model selection for Graph-Based Semi-Supervised Learning. 2008. pp.1881~1884    Cited By 1[Bibtex]
[143]Jingyu Cui, Changshui Zhang. Towards optimal query design for relevance feedback in image retrieval. 2008. pp.1225~1228   [Bibtex]
[142]Feiping Nie, Shiming Xiang, Yangqing Jia, Changshui Zhang, Shuicheng Yan. Trace Ratio Criterion for Feature Selection.  AAAI'2008. pp.671~676    Cited By 4[Bibtex]
[141]Dan Zhang, Fei Wang, Changshui Zhang, Tao Li. Multi-View Local Learning.  AAAI'2008. pp.752~757    Cited By 2[Bibtex]
[140]Fei Wang, Changshui Zhang. On Discriminative Semi-Supervised Classification.  AAAI'2008. pp.720~725    Cited By 1[Bibtex]
[139]Fei Wang, Tao Li, Gang Wang, Changshui Zhang. Semi-supervised Classification Using Local and Global Regularization.  AAAI'2008. pp.726~731    Cited By 4[Bibtex]
[138]Yangqing Jia, Changshui Zhang. Instance-level Semisupervised Multiple Instance Learning.  AAAI'2008. pp.640~645   [Bibtex]
[137]Fei Wang, Shouchun Chen, Changshui Zhang, Tao Li. Semi-supervised metric learning by maximizing constraint margin.  CIKM'2008. pp.1457~1458    Cited By 4[Bibtex]
[136]Shouchun Chen, Fei Wang, Yangqiu Song, Changshui Zhang. Semi-supervised ranking aggregation.  CIKM'2008. pp.1427~1428    Cited By 1[Bibtex]
[135]Kun Gai, Zhenwei Shi, Changshui Zhang. Blindly separating mixtures of multiple layers with spatial shifts.  CVPR'2008.     Cited By 1[Bibtex]
[134]Jingyu Cui, Qiong Yang, Fang Wen, Qiying Wu, Changshui Zhang, Luc J. Van Gool, Xiaoou Tang. Transductive object cutout.  CVPR'2008.     Cited By 8[Bibtex]
[133]Jingdong Wang, Yangqing Jia, Xian-Sheng Hua, Changshui Zhang, Long Quan. Normalized tree partitioning for image segmentation.  CVPR'2008.     Cited By 1[Bibtex]
[132]Bin Zhao, Fei Wang, Changshui Zhang. Maximum Margin Embedding.  ICDM'2008. pp.1127~1132    Cited By 2[Bibtex]
[131]Yalin Zheng, Guang Yang, Changshui Zhang, Jing Zheng, Yunpeng Xu. Equivalence Knowledge Mass and Approximate Reasoning in -Logic (I).  ICIC (2)'2008. pp.391~400   [Bibtex]
[130]Dan Zhang, Fei Wang, Zhenwei Shi, Changshui Zhang. Localized content based image retrieval by multiple instance active learning.  ICIP'2008. pp.921~924   [Bibtex]
[129]Yangqing Jia, Jingdong Wang, Changshui Zhang, Xian-Sheng Hua. Augmented tree partitioning for interactive image segmentation.  ICIP'2008. pp.2292~2295   [Bibtex]
[128]Yangqing Jia, Changshui Zhang. Learning distance metric for semi-supervised image segmentation.  ICIP'2008. pp.3204~3207   [Bibtex]
[127]Zhiyao Duan, Lie Lu, Changshui Zhang. Audio tonality mode classification without tonic annotations.  ICME'2008. pp.1361~1364    Cited By 1[Bibtex]
[126]Bin Zhao, Fei Wang, Changshui Zhang. Efficient multiclass maximum margin clustering.  ICML'2008. pp.1248~1255    Cited By 12[Bibtex]
[125]Shijun Wang, Changshui Zhang. Collaborative learning by boosting in distributed environments.  ICPR'2008. pp.1~4   [Bibtex]
[124]Yangqing Jia, Changshui Zhang. Local Regularized Least-Square Dimensionality Reduction.  ICPR'2008. pp.1~4   [Bibtex]
[123]Bin Zhao, Fei Wang, Changshui Zhang. Cuts3vm: a fast semi-supervised svm algorithm.  KDD'2008. pp.830~838   [Bibtex]
[122]Yangqing Jia, Jingdong Wang, Changshui Zhang, Xian-Sheng Hua. Finding image exemplars using fast sparse affinity propagation.  ACM Multimedia'2008. pp.639~642    Cited By 3[Bibtex]
[121]Yangqiu Song, Feiping Nie, Changshui Zhang, Shiming Xiang. A unified framework for semi-supervised dimensionality reduction. Pattern Recognition, 2008: 2789~2799    Cited By 19[Bibtex]
[120]Shiliang Sun, Changshui Zhang, Yue Lu. The random electrode selection ensemble for EEG signal classification. Pattern Recognition, 2008: 1663~1675    Cited By 4[Bibtex]
[119]Shiming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang. Contour graph based human tracking and action sequence recognition. Pattern Recognition, 2008: 3653~3664    Cited By 2[Bibtex]
[118]Shiming Xiang, Feiping Nie, Changshui Zhang. Learning a Mahalanobis distance metric for data clustering and classification. Pattern Recognition, 2008: 3600~3612    Cited By 19[Bibtex]
[117]Zheng Wang, Yangqiu Song, Changshui Zhang. Transferred Dimensionality Reduction.  ECML/PKDD (2)'2008. pp.550~565    Cited By 6[Bibtex]
[116]Yangqing Jia, Zheng Wang, Changshui Zhang. Distortion-Free Nonlinear Dimensionality Reduction.  ECML/PKDD (1)'2008. pp.564~579   [Bibtex]
[115]Dan Zhang, Jingdong Wang, Fei Wang, Changshui Zhang. Semi-Supervised Classification with Universum.  SDM'2008. pp.323~333    Cited By 3[Bibtex]
[114]Bin Zhao, Fei Wang, Changshui Zhang. Efficient Maximum Margin Clustering via Cutting Plane Algorithm.  SDM'2008. pp.751~762    Cited By 11[Bibtex]
[113]Gang Chen, Yangqiu Song, Fei Wang, Changshui Zhang. Semi-supervised Multi-label Learning by Solving a Sylvester Equation.  SDM'2008. pp.410~419    Cited By 13[Bibtex]
[112]Fei Wang, Tao Li, Changshui Zhang. Semi-Supervised Clustering via Matrix Factorization.  SDM'2008. pp.1~12    Cited By 17[Bibtex]
[111]Zhenwei Shi, Dan Zhang, Changshui Zhang. MACBSE: Extracting signals with linear autocorrelations. Neurocomputing, 2008: 1082~1091   [Bibtex]
[110]Yangqiu Song, Feiping Nie, Changshui Zhang. Semi-supervised sub-manifold discriminant analysis. Pattern Recognition Letters, 2008: 1806~1813    Cited By 6[Bibtex]
[109]Fei Wang, Changshui Zhang. Label Propagation through Linear Neighborhoods. IEEE Trans. Knowl. Data Eng., 2008: 55~67    Cited By 101[Bibtex] [PDF]
[108]Yangqiu Song, Changshui Zhang. Content-Based Information Fusion for Semi-Supervised Music Genre Classification. IEEE Transactions on Multimedia, 2008: 145~152    Cited By 4[Bibtex]
[107]Zhiyao Duan, Yungang Zhang, Changshui Zhang, Zhenwei Shi. Unsupervised Single-Channel Music Source Separation by Average Harmonic Structure Modeling. IEEE Transactions on Audio, Speech Language Processing, 2008: 766~778    Cited By 10[Bibtex]
[106]Fei Wang, Changshui Zhang. Semisupervised Learning Based on Generalized Point Charge Models. IEEE Transactions on Neural Networks, 2008: 1307~1311    Cited By 3[Bibtex]
2007(27)
[105]Fei Wang, Changshui Zhang, Tao Li. Clustering with Local and Global Regularization.  AAAI'2007. pp.657~662    Cited By 6[Bibtex]
[104]Dan Zhang, Zhenwei Shi, Yangqiu Song, Changshui Zhang. Localized Content-Based Image Retrieval Using Semi-Supervised Multiple Instance Learning.  ACCV (1)'2007. pp.180~188    Cited By 1[Bibtex]
[103]Yangqiu Song, Bin Zhang, Wen Jun Yin, Changshui Zhang, Jin Dong. Ranking with semi-supervised distance metric learning and its application to housing potential estimation.  CIKM'2007. pp.975~978   [Bibtex]
[102]Feiping Nie, Shiming Xiang, Yangqiu Song, Changshui Zhang. Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition.  CVPR'2007.     Cited By 2[Bibtex]
[101]Liang Xiong, Jianguo Li, Changshui Zhang. Discriminant Additive Tangent Spaces for Object Recognition.  CVPR'2007.    [Bibtex]
[100]Fei Wang, Changshui Zhang. Feature Extraction by Maximizing the Average Neighborhood Margin.  CVPR'2007.     Cited By 20[Bibtex]
[99]Liang Xiong, Fei Wang, Changshui Zhang. Semi-definite Manifold Alignment.  ECML'2007. pp.773~781    Cited By 3[Bibtex]
[98]Liang Xiong, Fei Wang, Changshui Zhang. Multilevel Belief Propagation for Fast Inference on Markov Random Fields.  ICDM'2007. pp.371~380    Cited By 3[Bibtex]
[97]Shouchun Chen, Fei Wang, Changshui Zhang. Simultaneous Heterogeneous Data Clustering Based on Higher Order Relationships.  ICDM Workshops'2007. pp.387~392    Cited By 8[Bibtex]
[96]Gang Chen, Fei Wang, Changshui Zhang. Collaborative Filtering Using Orthogonal Nonnegative Matrix Tri-factorization.  ICDM Workshops'2007. pp.303~308    Cited By 9[Bibtex]
[95]Zhiyao Duan, Dan Zhang, Changshui Zhang, Zhenwei Shi. Multi-Pitch Estimation Based on Partial Event and Support Transfer.  ICME'2007. pp.216~219   [Bibtex]
[94]Zhenwei Shi, Dan Zhang, Changshui Zhang. A Fixed-Point Algorithm for Blind Separation of Temporally Correlated Sources.  ICME'2007. pp.220~223   [Bibtex]
[93]Feiping Nie, Shiming Xiang, Changshui Zhang. Neighborhood MinMax Projections.  IJCAI'2007. pp.993~998    Cited By 14[Bibtex] [PDF]
[92]Jianguo Li, Changshui Zhang, Tao Wang, Yimin Zhang. Generalized Additive Bayesian Network Classifiers.  IJCAI'2007. pp.913~918    Cited By 2[Bibtex]
[91]Jingyu Cui, Changshui Zhang. Combining stroke-based and selection-based relevance feedback for content-based image retrieval.  ACM Multimedia'2007. pp.329~332    Cited By 4[Bibtex]
[90]Shiming Xiang, Feiping Nie, Changshui Zhang, Chunxia Zhang. Interactive Visual Object Extraction Based on Belief Propagation.  MMM (1)'2007. pp.24~33   [Bibtex]
[89]Shiming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang, Chunxia Zhang. Embedding New Data Points for Manifold Learning Via Coordinate Propagation.  PAKDD'2007. pp.332~343    Cited By 11[Bibtex]
[88]Fei Wu, Changshui Zhang, Jingrui He. An evolutionary system for near-regular texture synthesis. Pattern Recognition, 2007: 2271~2282    Cited By 1[Bibtex]
[87]Fei Wang, Jingdong Wang, Changshui Zhang, James Kwok. Face recognition using spectral features. Pattern Recognition, 2007: 2786~2797    Cited By 9[Bibtex]
[86]Fei Wang, Changshui Zhang. Fast Multilevel Transduction on Graphs.  SDM'2007.     Cited By 3[Bibtex]
[85]Fei Wang, Changshui Zhang, Tao Li. Regularized clustering for documents.  SIGIR'2007. pp.95~102    Cited By 14[Bibtex]
[84]Fei Wang, Changshui Zhang. Robust self-tuning semi-supervised learning. Neurocomputing, 2007: 2931~2939    Cited By 5[Bibtex]
[83]Zhenwei Shi, Changshui Zhang. Nonlinear innovation to blind source separation. Neurocomputing, 2007: 406~410    Cited By 5[Bibtex]
[82]Zhenwei Shi, Changshui Zhang. Semi-blind source extraction for fetal electrocardiogram extraction by combining non-Gaussianity and time-correlation. Neurocomputing, 2007: 1574~1581    Cited By 14[Bibtex]
[81]Shiliang Sun, Changshui Zhang, Dan Zhang. An experimental evaluation of ensemble methods for EEG signal classification. Pattern Recognition Letters, 2007: 2157~2163    Cited By 7[Bibtex]
[80]Zhenwei Shi, Changshui Zhang. Blind Source Extraction Using Generalized Autocorrelations. IEEE Transactions on Neural Networks, 2007: 1516~1524    Cited By 9[Bibtex]
[79]Shiliang Sun, Changshui Zhang. The Selective Random Subspace Predictor for Traffic Flow Forecasting. IEEE Transactions on Intelligent Transportation Systems, 2007: 367~373    Cited By 8[Bibtex]
2006(15)
[78]Shiming Xiang, Feiping Nie, Changshui Zhang. Contour Matching Based on Belief Propagation.  ACCV (2)'2006. pp.489~498    Cited By 5[Bibtex]
[77]Shiming Xiang, Feiping Nie, Changshui Zhang. Exemplar-Based Human Contour Tracking.  ACCV (1)'2006. pp.338~347   [Bibtex]
[76]Shiming Xiang, Feiping Nie, Changshui Zhang. Texture Image Segmentation: An Interactive Framework Based on Adaptive Features and Transductive Learning.  ACCV (1)'2006. pp.216~225    Cited By 1[Bibtex]
[75]Fei Wang, Changshui Zhang, Helen C. Shen, Jingdong Wang. Semi-Supervised Classification Using Linear Neighborhood Propagation.  CVPR (1)'2006. pp.160~167    Cited By 32[Bibtex]
[74]Shiming Xiang, Feiping Nie, Changshui Zhang, Chunxia Zhang. Spline Embedding for Nonlinear Dimensionality Reduction.  ECML'2006. pp.825~832    Cited By 5[Bibtex]
[73]Fei Wang, Changshui Zhang. Label propagation through linear neighborhoods.  ICML'2006. pp.985~992    Cited By 101[Bibtex] [PDF]
[72]Zhonglin Lin, Changshui Zhang, Xiaorong Gao. Machine Learning Way for Boosting Accuracy in Canonical Correlation Analysis based Frequency Recognition.  IJCNN'2006. pp.4645~4649   [Bibtex]
[71]Qutang Cai, Changshui Zhang. Estimating Fractal Intrinsic Dimension from the Neighborhood.  ISNN (1)'2006. pp.1312~1318   [Bibtex]
[70]Jianguo Lee, Changshui Zhang. Classification of gene-expression data: The manifold-based metric learning way. Pattern Recognition, 2006: 2450~2463    Cited By 7[Bibtex]
[69]Yunpeng Xu, Xing Yi, Changshui Zhang. A Random Walks Method for Text Classification.  SDM'2006.     Cited By 3[Bibtex]
[68]Yangqiu Song, Changshui Zhang, Jianguo Lee. Graph Based Multi-class Semi-supervised Learning Using Gaussian Process.  SSPR/SPR'2006. pp.450~458    Cited By 2[Bibtex]
[67]Shiliang Sun, Changshui Zhang. An optimal kernel feature extractor and its application to EEG signal classification. Neurocomputing, 2006: 1743~1748    Cited By 10[Bibtex]
[66]Zhenwei Shi, Changshui Zhang. Gaussian moments for noisy complexity pursuit. Neurocomputing, 2006: 917~921    Cited By 14[Bibtex]
[65]Jingrui He, Mingjing Li, HongJiang Zhang, Hanghang Tong, Changshui Zhang. Generalized Manifold-Ranking-Based Image Retrieval. IEEE Transactions on Image Processing, 2006: 3170~3177    Cited By 144[Bibtex]
[64]Shiliang Sun, Changshui Zhang, Guoqiang Yu. A bayesian network approach to traffic flow forecasting. IEEE Transactions on Intelligent Transportation Systems, 2006: 124~132    Cited By 45[Bibtex]
2005(28)
[63]Rui Ma, Yaxuan Qi, Changshui Zhang, Jiaxin Wang. Fingerprint Ridge Line Extraction Based on Tracing and Directional Feedback.  CIS (1)'2005. pp.1033~1038   [Bibtex]
[62]Hanghang Tong, Jingrui He, Mingjing Li, Wei-Ying Ma, Changshui Zhang, HongJiang Zhang. A Unified Optimization Based Learning Method for Image Retrieval.  CVPR (2)'2005. pp.230~235    Cited By 2[Bibtex]
[61]Shijun Wang, Zhonglin Lin, Changshui Zhang. Network Boosting for BCI Applications.  Discovery Science'2005. pp.386~388    Cited By 2[Bibtex]
[60]Shiliang Sun, Changshui Zhang. Learning On-Line Classification via Decorrelated LMS Algorithm: Application to Brain-Computer Interfaces.  Discovery Science'2005. pp.215~226    Cited By 5[Bibtex]
[59]Yinglong Xia, Changshui Zhang, Shifeng Weng, Rongbin Liu. Fault-Tolerant EM Algorithm for GMM in Sensor Networks.  DMIN'2005. pp.166~172    Cited By 1[Bibtex] [PDF]
[58]Shijun Wang, Changshui Zhang. Network Game and Boosting.  ECML'2005. pp.461~472    Cited By 2[Bibtex]
[57]Yalin Zheng, Changshui Zhang, Xin Yao. Type-I Topological Logic C1I and Approximate Reasoning.  FSKD (1)'2005. pp.253~262   [Bibtex] [PDF]
[56]Yalin Zheng, Changshui Zhang, Yinglong Xia. Type II Topological Logic C1T and Approximate Reasoning.  FSKD (1)'2005. pp.243~252   [Bibtex] [PDF]
[55]Shiliang Sun, Changshui Zhang, Naijiang Lu. On the On-line Learning Algorithms for EEG Signal Classification in Brain Computer Interfaces.  FSKD (2)'2005. pp.638~647    Cited By 2[Bibtex] [PDF]
[54]Shiliang Sun, Changshui Zhang, Yi Zhang. Traffic Flow Forecasting Using a Spatio-temporal Bayesian Network Predictor.  ICANN (2)'2005. pp.273~278    Cited By 5[Bibtex] [PDF]
[53]Yunpeng Xu, Changshui Zhang, Naijiang Lu. A Bayesian Method for High-Frequency Restoration of Low Sample-Rate Speech.  ICAPR (1)'2005. pp.544~552   [Bibtex] [PDF]
[52]Xing Yi, Yunpeng Xu, Changshui Zhang. Multi-view EM Algorithm for Finite Mixture Models.  ICAPR (1)'2005. pp.420~425   [Bibtex] [PDF]
[51]Fei Wang, Changshui Zhang. Spectral Clustering for Time Series.  ICAPR (1)'2005. pp.345~354    Cited By 1[Bibtex] [PDF]
[50]Xin Yao, Changshui Zhang, Jinwen Chen, Yanda Li. On the Scale-Free Intersection Graphs.  ICCSA (2)'2005. pp.1217~1224    Cited By 1[Bibtex] [PDF]
[49]Yungang Zhang, Changshui Zhang. Separation of Voice and Music by Harmonic Structure Stability Analysis.  ICME'2005. pp.562~565    Cited By 5[Bibtex]
[48]Shiliang Sun, Changshui Zhang. Using a Random Subspace Predictor to Integrate Spatial and Temporal Information for Traffic Flow Forecasting.  ICNC (2)'2005. pp.652~655   [Bibtex] [PDF]
[47]Fei Wang, Changshui Zhang, Naijiang Lu. Boosting GMM and Its Two Applications.  Multiple Classifier Systems'2005. pp.12~21    Cited By 2[Bibtex]
[46]Jingrui He, Hanghang Tong, Mingjing Li, Wei-Ying Ma, Changshui Zhang. Multiple random walk and its application in content-based image retrieval.  Multimedia Information Retrieval'2005. pp.151~158    Cited By 2[Bibtex]
[45]Yinglong Xia, Shifeng Weng, Changshui Zhang, Shao Li. Mixture Random Effect Model Based Meta-analysis for Medical Data Mining.  MLDM'2005. pp.630~640    Cited By 2[Bibtex]
[44]Shiming Xiang, Changshui Zhang, Xiaoping Chen, Naijiang Lu. A New Approach to Human Motion Sequence Recognition with Application to Diving Actions.  MLDM'2005. pp.487~496    Cited By 1[Bibtex]
[43]Baibo Zhang, Changshui Zhang. Finite Mixture Models with Negative Components.  MLDM'2005. pp.31~41   [Bibtex]
[42]Hanghang Tong, Jingrui He, Mingjing Li, Changshui Zhang, Wei-Ying Ma. Graph based multi-modality learning.  ACM Multimedia'2005. pp.862~871    Cited By 37[Bibtex] [PDF]
[41]Hanghang Tong, Mingjing Li, HongJiang Zhang, Changshui Zhang, Jingrui He, Wei-Ying Ma. Learning No-Reference Quality Metric by Examples.  MMM'2005. pp.247~254    Cited By 8[Bibtex]
[40]Yungang Zhang, Changshui Zhang. Separation of Music Signals by Harmonic Structure Modeling.  NIPS'2005.     Cited By 12[Bibtex]
[39]Shifeng Weng, Changshui Zhang, Zhonglin Lin. Exploring the structure of supervised data by Discriminant Isometric Mapping. Pattern Recognition, 2005: 599~601    Cited By 13[Bibtex]
[38]Baibo Zhang, Changshui Zhang, Xing Yi. Active curve axis Gaussian mixture models. Pattern Recognition, 2005: 2351~2362    Cited By 2[Bibtex]
[37]Jianguo Lee, Jingdong Wang, Changshui Zhang, Zhaoqi Bian. Visual object recognition using probabilistic kernel subspace similarity. Pattern Recognition, 2005: 997~1008    Cited By 3[Bibtex]
[36]Rongbin Liu, Changshui Zhang, Yinglong Xia. Importance Feature Sampling in Random Subspace.  VISION'2005. pp.192~197   [Bibtex]
2004(25)
[35]Yonglei Zhou, Changshui Zhang, Jingchun Wang. Tunable Nearest Neighbor Classifier.  DAGM-Symposium'2004. pp.204~211    Cited By 8[Bibtex]
[34]Shiliang Sun, Changshui Zhang, Guoqiang Yu, Naijiang Lu, Fei Xiao. Bayesian Network Methods for Traffic Flow Forecasting with Incomplete Data.  ECML'2004. pp.419~428    Cited By 4[Bibtex]
[33]Xun Xu, Changshui Zhang, Thomas S. Huang. Active Morphable Model: An Efficient Method for Face Analysis.  FGR'2004. pp.837~842    Cited By 4[Bibtex]
[32]Jingrui He, Mingjing Li, HongJiang Zhang, Changshui Zhang. Symmetry feature in content-based image retrieval.  ICIP'2004. pp.417~420    Cited By 1[Bibtex] [PDF]
[31]Hanghang Tong, Mingjing Li, HongJiang Zhang, Changshui Zhang. No-reference quality assessment for JPEG2000 compressed images.  ICIP'2004. pp.3539~3542    Cited By 13[Bibtex]
[30]Xing Yi, Changshui Zhang, Jingdong Wang. Multi-view EM algorithm and its application to color image segmentation.  ICME'2004. pp.351~354    Cited By 2[Bibtex] [PDF]
[29]Hanghang Tong, Mingjing Li, HongJiang Zhang, Changshui Zhang. Blur detection for digital images using wavelet transform.  ICME'2004. pp.17~20    Cited By 43[Bibtex] [PDF]
[28]Jianguo Lee, Jingdong Wang, Changshui Zhang, Zhaoqi Bian. Probabilistic tangent subspace: a unified view.  ICML'2004.     Cited By 8[Bibtex] [PDF]
[27]Fei Wu, Yonglei Zhou, Changshui Zhang. Relevant Linear Feature Extraction Using Side-information and Unlabeled Data.  ICPR (3)'2004. pp.582~585    Cited By 2[Bibtex] [PDF]
[26]Jingrui He, Mingjing Li, HongJiang Zhang, Changshui Zhang. W-Boost and Its Application to Web Image Classification.  ICPR (1)'2004. pp.148~151    Cited By 6[Bibtex] [PDF]
[25]Xing Yi, Zhongbao Kou, Changshui Zhang. Classifier Combination based on Active Learning.  ICPR (1)'2004. pp.184~187    Cited By 2[Bibtex] [PDF]
[24]Like Zhuang, Zhongbao Kou, Changshui Zhang. Session Identification Based on Time Interval in Web Log Mining.  Intelligent Information Processing'2004. pp.389~396    Cited By 2[Bibtex]
[23]Changshui Zhang, Shiliang Sun, Guoqiang Yu. Short-Term Traffic Flow Forecasting Using Expanded Bayesian Network for Incomplete Data.  ISNN (2)'2004. pp.950~955    Cited By 2[Bibtex]
[22]Zhonglin Lin, Shifeng Weng, Changshui Zhang, Naijiang Lu, Zhimin Xia. Learning the Supervised NLDR Mapping for Classification.  ISNN (1)'2004. pp.900~905    Cited By 1[Bibtex]
[21]Shifeng Weng, Fai Wong, Changshui Zhang. A New Adaptive Self-Organizing Map.  ISNN (1)'2004. pp.205~210    Cited By 1[Bibtex]
[20]Jingrui He, Hanghang Tong, Mingjing Li, HongJiang Zhang, Changshui Zhang. Mean version space: a new active learning method for content-based image retrieval.  Multimedia Information Retrieval'2004. pp.15~22    Cited By 17[Bibtex] [PDF]
[19]Jingrui He, Mingjing Li, HongJiang Zhang, Hanghang Tong, Changshui Zhang. Manifold-ranking based image retrieval.  ACM Multimedia'2004. pp.9~16    Cited By 144[Bibtex] [PDF]
[18]Changshui Zhang, Jun Wang, Nanyuan Zhao, David Zhang. Reconstruction and analysis of multi-pose face images based on nonlinear dimensionality reduction. Pattern Recognition, 2004: 325~336   [Bibtex]
[17]Yungang Zhang, Changshui Zhang, David Zhang. Distance metric learning by knowledge embedding. Pattern Recognition, 2004: 161~163    Cited By 8[Bibtex]
[16]Baibo Zhang, Changshui Zhang, Xing Yi. Competitive EM algorithm for finite mixture models. Pattern Recognition, 2004: 131~144   [Bibtex]
[15]Yungang Zhang, Changshui Zhang, David Zhang. Erratum to 'Distance metric learning by knowledge embedding' [Pattern Recognition 37(1)161-163(2004)]. Pattern Recognition, 2004: 855~855    Cited By 8[Bibtex]
[14]Jingrui He, Mingjing Li, Zhiwei Li, HongJiang Zhang, Hanghang Tong, Changshui Zhang. Pseudo Relevance Feedback Based on Iterative Probabilistic One-Class SVMs in Web Image Retrieval.  PCM (2)'2004. pp.213~220    Cited By 6[Bibtex]
[13]Jingrui He, Mingjing Li, HongJiang Zhang, Hanghang Tong, Changshui Zhang. Automatic Peak Number Detection in Image Symmetry Analysis.  PCM (3)'2004. pp.111~118    Cited By 3[Bibtex]
[12]Hanghang Tong, Mingjing Li, HongJiang Zhang, Jingrui He, Changshui Zhang. Classification of Digital Photos Taken by Photographers or Home Users.  PCM (1)'2004. pp.198~205    Cited By 14[Bibtex] [PDF]
[11]Yonglei Zhou, Changshui Zhang, Jingchun Wang. Extended Nearest Feature Line Classifier.  PRICAI'2004. pp.183~190    Cited By 1[Bibtex]
2003(5)
[10]Jingdong Wang, Jianguo Lee, Changshui Zhang. Kernel Trick Embedded Gaussian Mixture Model.  ALT'2003. pp.159~174    Cited By 7[Bibtex] [PDF]
[9]Zhongbao Kou, Ban Tao, Changshui Zhang. Discovery of Relationships between Interests from Bulletin Board System by Dissimilarity Reconstruction.  Discovery Science'2003. pp.328~335   [Bibtex]
[8]Ban Tao, Changshui Zhang, Shu Wei. A Multi-agent Based approach to Modelling and Rendering of 3D Tree Bark Textures.  ECAL'2003. pp.572~579   [Bibtex]
[7]Jianguo Lee, Jingdong Wang, Changshui Zhang. Color Image Segmentation: Kernel Do the Feature Space.  ECML'2003. pp.253~264    Cited By 3[Bibtex] [PDF]
[6]Yungang Zhang, Changshui Zhang, Shijun Wang. Clustering in Knowledge Embedded Space.  ECML'2003. pp.480~491    Cited By 6[Bibtex]
2002(1)
[5]Ce Liu, Heung-Yeung Shum, Changshui Zhang. Hierarchical Shape Modeling for Automatic Face Localization.  ECCV (2)'2002. pp.687~703    Cited By 30[Bibtex]
2001(3)
[4]Jie Zhou, Le-ping Xin, Dashan Gao, Changshui Zhang, David Zhang. Automated Cartridge Identification for Firearm Authentication.  CVPR (1)'2001. pp.749~754   [Bibtex]
[3]Ce Liu, Heung-Yeung Shum, Changshui Zhang. A Two-Step Approach to Hallucinating Faces: Global Parametric Model and Local Nonparametric Model.  CVPR (1)'2001. pp.192~198    Cited By 152[Bibtex] [PDF]
[2]Jun Chen, Changshui Zhang, Gang Rong. Palmprint recognition using crease.  ICIP (3)'2001. pp.234~237    Cited By 40[Bibtex] [PDF]
2000(1)
[1]Xiao-guang Lv, Jie Zhou, Changshui Zhang. A Novel Algorithm for Rotated Human Face Detection.  CVPR'2000. pp.1760~1765    Cited By 18[Bibtex]