Zhi-Hua Zhou

Min-Ling Zhang, Zhi-Hua Zhou: Exploiting unlabeled data to enhance ensemble diversity. Data Min. Knowl. Discov. 26(1): 98-129 (2013)

Shaowei Wang, Zhi-Hua Zhou, Mengyao Ge, Chonggang Wang: Resource Allocation for Heterogeneous Cognitive Radio Networks with Imperfect Spectrum Sensing. IEEE Journal on Selected Areas in Communications 31(3): 464-475 (2013)

Xiangnan Kong, Michael K. Ng, Zhi-Hua Zhou: Transductive Multilabel Learning via Label Set Propagation. IEEE Trans. Knowl. Data Eng. 25(3): 704-719 (2013)

Nan Li, Zhi-Hua Zhou: Selective Ensemble of Classifier Chains. MCS 2013: 146-156

Zhi-Hua Zhou, Fabio Roli, Josef Kittler (Eds.): Multiple Classifier Systems, 11th International Workshop, MCS 2013, Nanjing, China, May 15-17, 2013. Proceedings. Lecture Notes in Computer Science 7872, Springer 2013, isbn 978-3-642-38066-2

Yu-Feng Li, Ivor W. Tsang, James T. Kwok, Zhi-Hua Zhou: Convex and Scalable Weakly Labeled SVMs. CoRR abs/1303.1271 (2013)

Zhi-Hua Zhou, Min-Ling Zhang, Sheng-Jun Huang, Yu-Feng Li: Multi-instance multi-label learning. Artif. Intell. 176(1): 2291-2320 (2012)

Yang Yu, Xin Yao, Zhi-Hua Zhou: On the approximation ability of evolutionary optimization with application to minimum set cover. Artif. Intell. 180-181: 20-33 (2012)

Ming Li, Hongyu Zhang, Rongxin Wu, Zhi-Hua Zhou: Sample-based software defect prediction with active and semi-supervised learning. Autom. Softw. Eng. 19(2): 201-230 (2012)

Lei Yuan, Alexander Woodard, Shuiwang Ji, Yuan Jiang, Zhi-Hua Zhou, Sudhir Kumar, Jieping Ye: Learning Sparse Representations for Fruit-Fly Gene Expression Pattern Image Annotation and Retrieval. BMC Bioinformatics 13: 107 (2012)

Leting Wu, Xiaowei Ying, Xintao Wu, Aidong Lu, Zhi-Hua Zhou: Examining spectral space of complex networks with positive and negative links. IJSNM 1(1): 91-111 (2012)

Guoqing Liu, Jianxin Wu, Zhi-Hua Zhou: Key Instance Detection in Multi-Instance Learning. Journal of Machine Learning Research - Proceedings Track 25: 253-268 (2012)

Grigorios Tsoumakas, Min-Ling Zhang, Zhi-Hua Zhou: Introduction to the special issue on learning from multi-label data. Machine Learning 88(1-2): 1-4 (2012)

Ying-Xin Li, Shuiwang Ji, Sudhir Kumar, Jieping Ye, Zhi-Hua Zhou: Drosophila Gene Expression Pattern Annotation through Multi-Instance Multi-Label Learning. IEEE/ACM Trans. Comput. Biology Bioinform. 9(1): 98-112 (2012)

Steven C. H. Hoi, Rong Jin, Jinhui Tang, Zhi-Hua Zhou: Introduction to the Special Section on Distance Metric Learning in Intelligent Systems. ACM TIST 3(3): 52 (2012)

Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou: Isolation-Based Anomaly Detection. TKDD 6(1): 3 (2012)

Yunyun Wang, Songcan Chen, Zhi-Hua Zhou: New Semi-Supervised Classification Method Based on Modified Cluster Assumption. IEEE Trans. Neural Netw. Learning Syst. 23(5): 689-702 (2012)

Sheng-Jun Huang, Zhi-Hua Zhou: Multi-Label Learning by Exploiting Label Correlations Locally. AAAI 2012

Yu-Feng Li, Ju-Hua Hu, Yuang Jiang, Zhi-Hua Zhou: Towards Discovering What Patterns Trigger What Labels. AAAI 2012

Quannan Li, Xinggang Wang, Wei Wang, Yuan Jiang, Zhi-Hua Zhou, Zhuowen Tu: Disagreement-Based Multi-system Tracking. ACCV Workshops (2) 2012: 320-334

Bo Wang, Jiayan Jiang, Wei Wang, Zhi-Hua Zhou, Zhuowen Tu: Unsupervised metric fusion by cross diffusion. CVPR 2012: 2997-3004

Shaowei Wang, Zhi-Hua Zhou, Mengyao Ge, Chonggang Wang: Resource allocation for heterogeneous multiuser OFDM-based cognitive radio networks with imperfect spectrum sensing. INFOCOM 2012: 2264-2272

Sheng-Jun Huang, Yang Yu, Zhi-Hua Zhou: Multi-label hypothesis reuse. KDD 2012: 525-533

Xin-Shun Xu, Yuan Jiang, Xiangyang Xue, Zhi-Hua Zhou: Semi-supervised multi-instance multi-label learning for video annotation task. ACM Multimedia 2012: 737-740

Tianbao Yang, Yu-Feng Li, Mehrdad Mahdavi, Rong Jin, Zhi-Hua Zhou: "Nystr{\""o}m Method vs Random Fourier Features: A Theoretical and Empirical Comparison". NIPS 2012: 485-493

T. Ryan Hoens, Qi Qian, Nitesh V. Chawla, Zhi-Hua Zhou: Building Decision Trees for the Multi-class Imbalance Problem. PAKDD (1) 2012: 122-134

Nan Li, Yang Yu, Zhi-Hua Zhou: Diversity Regularized Ensemble Pruning. ECML/PKDD (1) 2012: 330-345

Chao Qian, Yang Yu, Zhi-Hua Zhou: On Algorithm-Dependent Boundary Case Identification for Problem Classes. PPSN (1) 2012: 62-71

Yanning Zhang, Zhi-Hua Zhou, Changshui Zhang, Ying Li (Eds.): Intelligent Science and Intelligent Data Engineering - Second Sino-foreign-interchange Workshop, IScIDE 2011, Xi'an, China, October 23-25, 2011, Revised Selected Papers. Lecture Notes in Computer Science 7202, Springer 2012, isbn 978-3-642-31918-1

Wei Gao, Zhi-Hua Zhou: On the consistency of AUC Optimization. CoRR abs/1208.0645 (2012)

Shaowei Wang, Fangjiang Huang, Zhi-Hua Zhou: Fast Power Allocation Algorithm for Cognitive Radio Networks. IEEE Communications Letters 15(8): 845-847 (2011)

Yuan Jiang, Ming Li, Zhi-Hua Zhou: Software Defect Detection with Rocus. J. Comput. Sci. Technol. 26(2): 328-342 (2011)

Liwei Wang, Masashi Sugiyama, Zhaoxiang Jing, Cheng Yang, Zhi-Hua Zhou, Jufu Feng: A Refined Margin Analysis for Boosting Algorithms via Equilibrium Margin. Journal of Machine Learning Research 12: 1835-1863 (2011)

Wei Gao, Zhi-Hua Zhou: On the Consistency of Multi-Label Learning. Journal of Machine Learning Research - Proceedings Track 19: 341-358 (2011)

Jian Cheng, Jinjun Wang, Shuqiang Jiang, Zhi-Hua Zhou, Edwin R. Hancock: Special edition on semi-supervised learning for visual content analysis and understanding. Pattern Recognition 44(10-11): 2242-2243 (2011)

Zhi-Hua Zhou: A conversation with Professor Zhi-Hua Zhou. SIGKDD Explorations 13(2): 101 (2011)

Jun Du, Charles X. Ling, Zhi-Hua Zhou: When Does Cotraining Work in Real Data? IEEE Trans. Knowl. Data Eng. 23(5): 788-799 (2011)

Junping Zhang, Qi Wang, Li He, Zhi-Hua Zhou: Quantitative Analysis of Nonlinear Embedding. IEEE Transactions on Neural Networks 22(12): 1987-1998 (2011)

Xin Geng, Kate Smith-Miles, Zhi-Hua Zhou, Liang Wang: Face Image Modeling by Multilinear Subspace Analysis With Missing Values. IEEE Transactions on Systems, Man, and Cybernetics, Part B 41(3): 881-892 (2011)

Min-Ling Zhang, Zhi-Hua Zhou: CoTrade: Confident Co-Training With Data Editing. IEEE Transactions on Systems, Man, and Cybernetics, Part B 41(6): 1612-1626 (2011)

Yu-Feng Li, Zhi-Hua Zhou: Improving Semi-Supervised Support Vector Machines Through Unlabeled Instances Selection. AAAI 2011

Yong Wang, Yuan Jiang, Yi Wu, Zhi-Hua Zhou: Localized K-Flats. AAAI 2011

Chao Qian, Yang Yu, Zhi-Hua Zhou: Collisions are helpful for computing unique input-output sequences. GECCO (Companion) 2011: 265-266

Chao Qian, Yang Yu, Zhi-Hua Zhou: An analysis on recombination in multi-objective evolutionary optimization. GECCO 2011: 2051-2058

Daqing Zhang, Nan Li, Zhi-Hua Zhou, Chao Chen, Lin Sun, Shijian Li: iBAT: detecting anomalous taxi trajectories from GPS traces. Ubicomp 2011: 99-108

Yong Ge, Hui Xiong, Chuanren Liu, Zhi-Hua Zhou: A Taxi Driving Fraud Detection System. ICDM 2011: 181-190

Wang-Zhou Dai, Yang Yu, Zhi-Hua Zhou: Lifted-Rollout for Approximate Policy Iteration of Markov Decision Process. ICDM Workshops 2011: 689-696

Yu-Feng Li, Zhi-Hua Zhou: Towards Making Unlabeled Data Never Hurt. ICML 2011: 1081-1088

Yong Wang, Yuan Jiang, Yi Wu, Zhi-Hua Zhou: Local and Structural Consistency for Multi-Manifold Clustering. IJCAI 2011: 1559-1564

Yang Yu, Yu-Feng Li, Zhi-Hua Zhou: Diversity Regularized Machine. IJCAI 2011: 1603-1608

Qi Guo, Tianshi Chen, Yunji Chen, Zhi-Hua Zhou, Weiwu Hu, Zhiwei Xu: Effective and Efficient Microprocessor Design Space Exploration Using Unlabeled Design Configurations. IJCAI 2011: 1671-1677

Leting Wu, Xiaowei Ying, Xintao Wu, Zhi-Hua Zhou: Line Orthogonality in Adjacency Eigenspace with Application to Community Partition. IJCAI 2011: 2349-2354

Zhi-Hua Zhou: Cost-Sensitive Learning. MDAI 2011: 17-18

Xin-Shun Xu, Xiangyang Xue, Zhi-Hua Zhou: Ensemble multi-instance multi-label learning approach for video annotation task. ACM Multimedia 2011: 1153-1156

Xin-Shun Xu, Yuan Jiang, Liang Peng, Xiangyang Xue, Zhi-Hua Zhou: Ensemble approach based on conditional random field for multi-label image and video annotation. ACM Multimedia 2011: 1377-1380

Leting Wu, Xiaowei Ying, Xintao Wu, Aidong Lu, Zhi-Hua Zhou: Spectral Analysis of k-Balanced Signed Graphs. PAKDD (2) 2011: 1-12

Xu-Ying Liu, Zhi-Hua Zhou: Towards Cost-Sensitive Learning for Real-World Applications. PAKDD Workshops 2011: 494-505

Zhi-Hua Zhou: Unlabeled Data and Multiple Views. PSL 2011: 1-7

Yang Yu, Chao Qian, Zhi-Hua Zhou: Towards Analyzing Crossover Operators in Evolutionary Search via General Markov Chain Switching Theorem. CoRR abs/1111.0907 (2011)

Zhi-Hua Zhou, Jianxin Wu, Wei Tang: Corrigendum to "Ensembling neural networks: Many could be better than all" [Artificial Intelligence 137 (1-2) (2002) 239-263]. Artif. Intell. 174(18): 1570 (2010)

Zhi-Hua Zhou, Xu-Ying Liu: On Multi-Class Cost-Sensitive Learning. Computational Intelligence 26(3): 232-257 (2010)

Qiang Yang, Zhi-Hua Zhou, Wenji Mao, Wei Li, Nathan Nan Liu: Social Learning. IEEE Intelligent Systems 25(4): 9-11 (2010)

Tu Bao Ho, Zhi-Hua Zhou, Hiroshi Motoda: Editorial. Intell. Data Anal. 14(4): 437-438 (2010)

Zhi-Hua Zhou, Hang Li: Preface. J. Comput. Sci. Technol. 25(4): 651-652 (2010)

Zhi-Hua Zhou, Ming Li: Semi-supervised learning by disagreement. Knowl. Inf. Syst. 24(3): 415-439 (2010)

Yang Yu, Zhi-Hua Zhou: A framework for modeling positive class expansion with single snapshot. Knowl. Inf. Syst. 25(2): 211-227 (2010)

Yin Zhang, Zhi-Hua Zhou: Cost-Sensitive Face Recognition. IEEE Trans. Pattern Anal. Mach. Intell. 32(10): 1758-1769 (2010)

Yin Zhang, Zhi-Hua Zhou: Multilabel dimensionality reduction via dependence maximization. TKDD 4(3) (2010)

Yanwei Fu, Yanwen Guo, Yanshu Zhu, Feng Liu, Chuanming Song, Zhi-Hua Zhou: Multi-View Video Summarization. IEEE Transactions on Multimedia 12(7): 717-729 (2010)

Jun Liu, Songcan Chen, Zhi-Hua Zhou, Xiaoyang Tan: Generalized low-rank approximations of matrices revisited. IEEE Transactions on Neural Networks 21(4): 621-632 (2010)

Xin Geng, Kate Smith-Miles, Zhi-Hua Zhou: Facial Age Estimation by Learning from Label Distributions. AAAI 2010

Yu-Feng Li, James T. Kwok, Zhi-Hua Zhou: Cost-Sensitive Semi-Supervised Support Vector Machine. AAAI 2010

Yu-Yin Sun, Michael K. Ng, Zhi-Hua Zhou: Multi-Instance Dimensionality Reduction. AAAI 2010

Yu-Yin Sun, Yin Zhang, Zhi-Hua Zhou: Multi-Label Learning with Weak Label. AAAI 2010

Wei Gao, Zhi-Hua Zhou: Approximation Stability and Boosting. ALT 2010: 59-73

Yong Ge, Hui Xiong, Zhi-Hua Zhou, Hasan Timucin Ozdemir, Jannite Yu, Kuo Chu Lee: Top-Eye: top-k evolving trajectory outlier detection. CIKM 2010: 1733-1736

Min-Ling Zhang, Zhi-Hua Zhou: Exploiting Unlabeled Data to Enhance Ensemble Diversity. ICDM 2010: 619-628

Wei Wang, Zhi-Hua Zhou: A New Analysis of Co-Training. ICML 2010: 1135-1142

Xu-Ying Liu, Zhi-Hua Zhou: Learning with cost intervals. KDD 2010: 403-412

Zhi-Hua Zhou, Nan Li: Multi-information Ensemble Diversity. MCS 2010: 134-144

Sheng-Jun Huang, Rong Jin, Zhi-Hua Zhou: Active Learning by Querying Informative and Representative Examples. NIPS 2010: 892-900

Wei Wang, Zhi-Hua Zhou: Multi-View Active Learning in the Non-Realizable Case. NIPS 2010: 2388-2396

Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou: On Detecting Clustered Anomalies Using SCiForest. ECML/PKDD (2) 2010: 274-290

Yang Yu, Chao Qian, Zhi-Hua Zhou: Towards Analyzing Recombination Operators in Evolutionary Search. PPSN (1) 2010: 144-153

Yong Wang, Yuan Jiang, Yi Wu, Zhi-Hua Zhou: Multi-manifold Clustering. PRICAI 2010: 280-291

Yu-Feng Li, Zhi-Hua Zhou: S4VM: Safe Semi-Supervised Support Vector Machine. CoRR abs/1005.1545 (2010)

Wei Wang, Zhi-Hua Zhou: Multi-View Active Learning in the Non-Realizable Case. CoRR abs/1005.5581 (2010)

Wei Gao, Zhi-Hua Zhou: The kth, Median and Average Margin Bounds for AdaBoost. CoRR abs/1009.3613 (2010)

Yang Yu, Xin Yao, Zhi-Hua Zhou: Evolutionary Algorithms as Guaranteed Approximation Optimizers. CoRR abs/1011.4028 (2010)

Nan Li, Ivor W. Tsang, Zhi-Hua Zhou: Efficiently Learning Nonlinear Classifiers for Domain Specific Performance Measures. CoRR abs/1012.0930 (2010)

Min-Ling Zhang, Zhi-Hua Zhou: Multi-instance clustering with applications to multi-instance prediction. Appl. Intell. 31(1): 47-68 (2009)

Shuiwang Ji, Ying-Xin Li, Zhi-Hua Zhou, Sudhir Kumar, Jieping Ye: A bag-of-words approach for Drosophila gene expression pattern annotation. BMC Bioinformatics 10 (2009)

Tu Bao Ho, Zhi-Hua Zhou, Hiroshi Motoda: Preface. Int. J. Software and Informatics 3(1): 1-2 (2009)

Ming Li, Hang Li, Zhi-Hua Zhou: Semi-supervised document retrieval. Inf. Process. Manage. 45(3): 341-355 (2009)

Yu-Feng Li, Ivor W. Tsang, James Tin-Yau Kwok, Zhi-Hua Zhou: Tighter and Convex Maximum Margin Clustering. Journal of Machine Learning Research - Proceedings Track 5: 344-351 (2009)

Zhi-Hua Zhou, Hang Li, Qiang Yang: Editorial: special issue on selected papers of PAKDD 2007. Knowl. Inf. Syst. 19(2): 131-132 (2009)

Yuan Jiang, Ming Li, Zhi-Hua Zhou: Mining extremely small data sets with application to software reuse. Softw., Pract. Exper. 39(4): 423-440 (2009)

Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Jun Liu: Face recognition under occlusions and variant expressions with partial similarity. IEEE Transactions on Information Forensics and Security 4(2): 217-230 (2009)

Xiao-Bing Xue, Zhi-Hua Zhou: Distributional Features for Text Categorization. IEEE Trans. Knowl. Data Eng. 21(3): 428-442 (2009)

Yanwen Guo, Feng Liu, Jian Shi, Zhi-Hua Zhou, Michael Gleicher: Image Retargeting Using Mesh Parametrization. IEEE Transactions on Multimedia 11(5): 856-867 (2009)

Xu-Ying Liu, Jianxin Wu, Zhi-Hua Zhou: Exploratory Undersampling for Class-Imbalance Learning. IEEE Transactions on Systems, Man, and Cybernetics, Part B 39(2): 539-550 (2009)

Zhi-Hua Zhou: A Framework for Machine Learning with Ambiguous Objects. AMT 2009: 6

Zhi-Hua Zhou: A Framework for Machine Learning with Ambiguous Objects. Brain Informatics 2009: 6

Rong Jin, Shijun Wang, Zhi-Hua Zhou: Learning a distance metric from multi-instance multi-label data. CVPR 2009: 896-902

Xiaoyang Tan, Fengyi Song, Zhi-Hua Zhou, Songcan Chen: Enhanced Pictorial Structures for precise eye localization under incontrolled conditions. CVPR 2009: 1621-1628

Nan Li, Yang Yu, Zhi-Hua Zhou: Semi-naive Exploitation of One-Dependence Estimators. ICDM 2009: 278-287

Li-Ping Liu, Yuan Jiang, Zhi-Hua Zhou: Least Square Incremental Linear Discriminant Analysis. ICDM 2009: 298-306

Yu-Feng Li, James T. Kwok, Zhi-Hua Zhou: Semi-supervised learning using label mean. ICML 2009: 80

De-Chuan Zhan, Ming Li, Yu-Feng Li, Zhi-Hua Zhou: Learning instance specific distances using metric propagation. ICML 2009: 154

Zhi-Hua Zhou, Yu-Yin Sun, Yu-Feng Li: Multi-instance learning by treating instances as non-I.I.D. samples. ICML 2009: 157

Ming Li, Xiao-Bing Xue, Zhi-Hua Zhou: Exploiting Multi-Modal Interactions: A Unified Framework. IJCAI 2009: 1120-1125

Yin Zhang, Zhi-Hua Zhou: Non-Metric Label Propagation. IJCAI 2009: 1357-1362

Ying-Xin Li, Shuiwang Ji, Sudhir Kumar, Jieping Ye, Zhi-Hua Zhou: DrosophilaGene Expression Pattern Annotation through Multi-Instance Multi-Label Learning. IJCAI 2009: 1445-1450

Shuiwang Ji, Lei Yuan, Ying-Xin Li, Zhi-Hua Zhou, Sudhir Kumar, Jieping Ye: Drosophila gene expression pattern annotation using sparse features and term-term interactions. KDD 2009: 407-416

Nan Li, Zhi-Hua Zhou: Selective Ensemble under Regularization Framework. MCS 2009: 293-303

Zhi-Hua Zhou: When Semi-supervised Learning Meets Ensemble Learning. MCS 2009: 529-538

Xin Geng, Kate Smith-Miles, Zhi-Hua Zhou, Liang Wang: Face image modeling by multilinear subspace analysis with missing values. ACM Multimedia 2009: 629-632

Zhi-Hua Zhou, Michael K. Ng, Qiao-Qiao She, Yuan Jiang: Budget Semi-supervised Learning. PAKDD 2009: 588-595

Charles X. Ling, Jun Du, Zhi-Hua Zhou: When does Co-training Work in Real Data?. PAKDD 2009: 596-603

Yu-Feng Li, James T. Kwok, Ivor W. Tsang, Zhi-Hua Zhou: A Convex Method for Locating Regions of Interest with Multi-instance Learning. ECML/PKDD (2) 2009: 15-30

Zhi-Hua Zhou: Ensemble Learning. Encyclopedia of Biometrics 2009: 270-273

Zhi-Hua Zhou: Boosting. Encyclopedia of Database Systems 2009: 260-263

Zhi-Hua Zhou: Ensemble. Encyclopedia of Database Systems 2009: 988-991

Zhi-Hua Zhou, Takashi Washio (Eds.): Advances in Machine Learning, First Asian Conference on Machine Learning, ACML 2009, Nanjing, China, November 2-4, 2009. Proceedings. Lecture Notes in Computer Science 5828, Springer 2009, isbn 978-3-642-05223-1

Yang Yu, Zhi-Hua Zhou: Weak Evolvability Equals Strong Evolvability. CoRR abs/0905.4570 (2009)

Min-Ling Zhang, Zhi-Hua Zhou: Classifier Ensemble with Unlabeled Data. CoRR abs/0909.3593 (2009)

Yang Yu, Zhi-Hua Zhou: A new approach to estimating the expected first hitting time of evolutionary algorithms. Artif. Intell. 172(15): 1809-1832 (2008)

Fei Tony Liu, Kai Ming Ting, Yang Yu, Zhi-Hua Zhou: Spectrum of Variable-Random Trees. J. Artif. Intell. Res. (JAIR) 32: 355-384 (2008)

Xindong Wu, Vipin Kumar, J. Ross Quinlan, Joydeep Ghosh, Qiang Yang, Hiroshi Motoda, Geoffrey J. McLachlan, Angus F. M. Ng, Bing Liu, Philip S. Yu, Zhi-Hua Zhou, Michael Steinbach, David J. Hand, Dan Steinberg: Top 10 algorithms in data mining. Knowl. Inf. Syst. 14(1): 1-37 (2008)

Xin Geng, Zhi-Hua Zhou, Kate Smith-Miles: Correction to "Automatic Age Estimation Based on Facial Aging Patterns". IEEE Trans. Pattern Anal. Mach. Intell. 30(2): 368 (2008)

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Constraint Score: A new filter method for feature selection with pairwise constraints. Pattern Recognition 41(5): 1440-1451 (2008)

Xin Geng, Zhi-Hua Zhou, Kate Smith-Miles: Individual Stable Space: An Approach to Face Recognition Under Uncontrolled Conditions. IEEE Transactions on Neural Networks 19(8): 1354-1368 (2008)

Xiao-Bing Xue, Zhi-Hua Zhou, Zhongfei (Mark) Zhang: Improving Web search using image snippets. ACM Trans. Internet Techn. 8(4) (2008)

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou, Qiang Yang: Constraint Projections for Ensemble Learning. AAAI 2008: 758-763

Yin Zhang, Zhi-Hua Zhou: Multi-Label Dimensionality Reduction via Dependence Maximization. AAAI 2008: 1503-1505

Yang Yu, Zhi-Hua Zhou: On the usefulness of infeasible solutions in evolutionary search: A theoretical study. IEEE Congress on Evolutionary Computation 2008: 835-840

Liwei Wang, Masashi Sugiyama, Cheng Yang, Zhi-Hua Zhou, Jufu Feng: On the Margin Explanation of Boosting Algorithms. COLT 2008: 479-490

Yin Zhang, Zhi-Hua Zhou: Cost-sensitive face recognition. CVPR 2008

Zhi-Hua Zhou: Semi-supervised Learning by Disagreement. GrC 2008: 93

Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou: Isolation Forest. ICDM 2008: 413-422

Li-Ping Liu, Yang Yu, Yuan Jiang, Zhi-Hua Zhou: TEFE: A Time-Efficient Approach to Feature Extraction. ICDM 2008: 423-432

Min-Ling Zhang, Zhi-Hua Zhou: M3MIML: A Maximum Margin Method for Multi-instance Multi-label Learning. ICDM 2008: 688-697

Wei Wang, Zhi-Hua Zhou: On multi-view active learning and the combination with semi-supervised learning. ICML 2008: 1152-1159

Xin Geng, Kate Smith-Miles, Zhi-Hua Zhou: Facial age estimation by nonlinear aging pattern subspace. ACM Multimedia 2008: 721-724

Ming Li, Zhongfei (Mark) Zhang, Zhi-Hua Zhou: Mining Bulletin Board Systems Using Community Generation. PAKDD 2008: 209-221

Yang Yu, Zhi-Hua Zhou: A Framework for Modeling Positive Class Expansion with Single Snapshot. PAKDD 2008: 429-440

Tu Bao Ho, Zhi-Hua Zhou (Eds.): PRICAI 2008: Trends in Artificial Intelligence, 10th Pacific Rim International Conference on Artificial Intelligence, Hanoi, Vietnam, December 15-19, 2008. Proceedings. Lecture Notes in Computer Science 5351, Springer 2008, isbn 978-3-540-89196-3

Zhi-Hua Zhou, Yu-Yin Sun, Yu-Feng Li: Multi-Instance Learning by Treating Instances As Non-I.I.D. Samples. CoRR abs/0807.1997 (2008)

Zhi-Hua Zhou, Min-Ling Zhang, Sheng-Jun Huang, Yu-Feng Li: MIML: A Framework for Learning with Ambiguous Objects. CoRR abs/0808.3231 (2008)

Ruqian Lu, Zhi-Hua Zhou: Guest Editorial to the Special Issue on Advances of Artificial Intelligence and Knowledge Engineering in China. Comput. J. 50(4): 377 (2007)

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Entropy-Inspired Competitive Clustering Algorithms. Int. J. Software and Informatics 1(1): 67-84 (2007)

Yang Yu, De-Chuan Zhan, Xu-Ying Liu, Ming Li, Zhi-Hua Zhou: Predicting Future Customers via Ensembling Gradually Expanded Trees. IJDWM 3(2): 12-21 (2007)

Zhi-Hua Zhou, Min-Ling Zhang: Solving multi-instance problems with classifier ensemble based on constructive clustering. Knowl. Inf. Syst. 11(2): 155-170 (2007)

Xin Geng, Zhi-Hua Zhou, Kate Smith-Miles: Automatic Age Estimation Based on Facial Aging Patterns. IEEE Trans. Pattern Anal. Mach. Intell. 29(12): 2234-2240 (2007)

Min-Ling Zhang, Zhi-Hua Zhou: ML-KNN: A lazy learning approach to multi-label learning. Pattern Recognition 40(7): 2038-2048 (2007)

Zhi-Hua Zhou, Ming Li: Semisupervised Regression with Cotraining-Style Algorithms. IEEE Trans. Knowl. Data Eng. 19(11): 1479-1493 (2007)

Ming Li, Zhi-Hua Zhou: Improve Computer-Aided Diagnosis With Machine Learning Techniques Using Undiagnosed Samples. IEEE Transactions on Systems, Man, and Cybernetics, Part A 37(6): 1088-1098 (2007)

Min-Ling Zhang, Zhi-Hua Zhou: Multi-Label Learning by Instance Differentiation. AAAI 2007: 669-674

Zhi-Hua Zhou, De-Chuan Zhan, Qiang Yang: Semi-Supervised Learning with Very Few Labeled Training Examples. AAAI 2007: 675-680

Zhi-Hua Zhou: Mining Ambiguous Data with Multi-instance Multi-label Representation. ADMA 2007: 1

Jun Liu, Songcan Chen, Zhi-Hua Zhou, Xiaoyang Tan: Single Image Subspace for Face Recognition. AMFG 2007: 205-219

Xiao-Lin Li, Zhi-Hua Zhou: Structure Learning of Probabilistic Relational Models from Incomplete Relational Data. ECML 2007: 214-225

Wei Wang, Zhi-Hua Zhou: Analyzing Co-training Style Algorithms. ECML 2007: 454-465

Yang Yu, Zhi-Hua Zhou, Kai Ming Ting: Cocktail Ensemble for Regression. ICDM 2007: 721-726

Zhi-Hua Zhou, Jun-Ming Xu: On the relation between multi-instance learning and semi-supervised learning. ICML 2007: 1167-1174

Zhi-Hua Zhou, Hong-Bin Dai: Exploiting Image Contents in Web Search. IJCAI 2007: 2922-2927

Daoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Semi-Supervised Dimensionality Reduction. SDM 2007

Zhi-Hua Zhou, Hang Li, Qiang Yang (Eds.): Advances in Knowledge Discovery and Data Mining, 11th Pacific-Asia Conference, PAKDD 2007, Nanjing, China, May 22-25, 2007, Proceedings. Lecture Notes in Computer Science 4426, Springer 2007, isbn 978-3-540-71700-3

Takashi Washio, Zhi-Hua Zhou, Joshua Zhexue Huang, Xiaohua Hu, Jinyan Li, Chao Xie, Jieyue He, Deqing Zou, Kuan-Ching Li, Mário M. Freire (Eds.): Emerging Technologies in Knowledge Discovery and Data Mining, PAKDD 2007, International Workshops, Nanjing, China, May 22-25, 2007, Revised Selected Papers. Lecture Notes in Computer Science 4819, Springer 2007, isbn 978-3-540-77016-9

Xin Geng, Zhi-Hua Zhou: Image Region Selection and Ensemble for Face Recognition. J. Comput. Sci. Technol. 21(1): 116-125 (2006)

Zhi-Hua Zhou: Multi-Instance Learning from Supervised View. J. Comput. Sci. Technol. 21(5): 800-809 (2006)

Zhi-Hua Zhou, Wei Tang: Clusterer ensemble. Knowl.-Based Syst. 19(1): 77-83 (2006)

Arif Ghafoor, Zhongfei (Mark) Zhang, Michael S. Lew, Zhi-Hua Zhou: Guest Editors' introduction to the special issue: machine learning approaches to multimedia information retrieval. Multimedia Syst. 12(1): 1-2 (2006)

Min-Ling Zhang, Zhi-Hua Zhou: Adapting RBF Neural Networks to Multi-Instance Learning. Neural Processing Letters 23(1): 1-26 (2006)

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Learning the kernel parameters in kernel minimum distance classifier. Pattern Recognition 39(1): 133-135 (2006)

Daoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Diagonal principal component analysis for face recognition. Pattern Recognition 39(1): 140-142 (2006)

Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang: Face recognition from a single image per person: A survey. Pattern Recognition 39(9): 1725-1745 (2006)

Zhi-Hua Zhou, Xu-Ying Liu: Training Cost-Sensitive Neural Networks with Methods Addressing the Class Imbalance Problem. IEEE Trans. Knowl. Data Eng. 18(1): 63-77 (2006)

Min-Ling Zhang, Zhi-Hua Zhou: Multilabel Neural Networks with Applications to Functional Genomics and Text Categorization. IEEE Trans. Knowl. Data Eng. 18(10): 1338-1351 (2006)

Zhi-Hua Zhou, Ke-Jia Chen, Hong-Bin Dai: Enhancing relevance feedback in image retrieval using unlabeled data. ACM Trans. Inf. Syst. 24(2): 219-244 (2006)

Yang Yu, Zhi-Hua Zhou: A New Approach to Estimating the Expected First Hitting Time of Evolutionary Algorithms. AAAI 2006: 555-560

Zhi-Hua Zhou, Xu-Ying Liu: On Multi-Class Cost-Sensitive Learning. AAAI 2006: 567-572

Xiao-Bing Xue, Zhi-Hua Zhou, Zhongfei (Mark) Zhang: Improve Web Search Using Image Snippets. AAAI 2006: 1431-1437

Xiaoyang Tan, Songcan Chen, Jun Li, Zhi-Hua Zhou: Learning Non-Metric Partial Similarity Based on Maximal Margin Criterion. CVPR (1) 2006: 138-145

Xiao-Bing Xue, Zhi-Hua Zhou: Distributional Features for Text Categorization. ECML 2006: 497-508

Xu-Ying Liu, Jianxin Wu, Zhi-Hua Zhou: Exploratory Under-Sampling for Class-Imbalance Learning. ICDM 2006: 965-969

Xu-Ying Liu, Zhi-Hua Zhou: The Influence of Class Imbalance on Cost-Sensitive Learning: An Empirical Study. ICDM 2006: 970-974

Daoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Adaptive Kernel Principal Component Analysis with Unsupervised Learning of Kernels. ICDM 2006: 1178-1182

Zhi-Hua Zhou, Hong-Bin Dai: Query-Sensitive Similarity Measure for Content-Based Image Retrieval. ICDM 2006: 1211-1215

Junping Zhang, Li He, Zhi-Hua Zhou: Ensemble-Based Discriminant Manifold Learning for Face Recognition. ICNC (1) 2006: 29-38

Xin Geng, Zhi-Hua Zhou, Yu Zhang, Gang Li, Honghua Dai: Learning from facial aging patterns for automatic age estimation. ACM Multimedia 2006: 307-316

Zhi-Hua Zhou, Min-Ling Zhang: Multi-Instance Multi-Label Learning with Application to Scene Classification. NIPS 2006: 1609-1616

Yuan Jiang, Ming Li, Zhi-Hua Zhou: Generation of Comprehensible Hypotheses from Gene Expression Data. BioDM 2006: 116-123

De-Chuan Zhan, Zhi-Hua Zhou: Neighbor Line-Based Locally Linear Embedding. PAKDD 2006: 806-815

Zhi-Hua Zhou: Learning with Unlabeled Data and Its Application to Image Retrieval. PRICAI 2006: 5-10

Daoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Non-negative Matrix Factorization on Kernels. PRICAI 2006: 404-412

Xin Geng, Zhi-Hua Zhou, Honghua Dai: Uncontrolled Face Recognition by Individual Stable Neural Network. PRICAI 2006: 553-562

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Recognizing Face or Object from a Single Image: Linear vs. Kernel Methods on 2D Patterns. SSPR/SPR 2006: 889-897

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: A new face recognition method based on SVD perturbation for single example image per person. Applied Mathematics and Computation 163(2): 895-907 (2005)

Zhi-Hua Zhou, Kai Jiang, Ming Li: Multi-Instance Learning Based Web Mining. Appl. Intell. 22(2): 135-147 (2005)

Songcan Chen, Lei Chen, Zhi-Hua Zhou: A unified SWSI-KAMs framework and performance evaluation on face recognition. Neurocomputing 68: 54-69 (2005)

Daoqiang Zhang, Zhi-Hua Zhou: (2D)²PCA: Two-directional two-dimensional PCA for efficient face representation and recognition. Neurocomputing 69(1-3): 224-231 (2005)

Zhi-Hua Zhou, Yang Yu: Adapt Bagging to Nearest Neighbor Classifiers. J. Comput. Sci. Technol. 20(1): 48-54 (2005)

Zhi-Hua Zhou, Ming Li: Tri-Training: Exploiting Unlabeled Data Using Three Classifiers. IEEE Trans. Knowl. Data Eng. 17(11): 1529-1541 (2005)

Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang: Recognizing partially occluded, expression variant faces from single training image per person with SOM and soft k-NN ensemble. IEEE Transactions on Neural Networks 16(4): 875-886 (2005)

Zhi-Hua Zhou, Yang Yu: Ensembling local learners ThroughMultimodal perturbation. IEEE Transactions on Systems, Man, and Cybernetics, Part B 35(4): 725-735 (2005)

Xin Geng, De-Chuan Zhan, Zhi-Hua Zhou: Supervised nonlinear dimensionality reduction for visualization and classification. IEEE Transactions on Systems, Man, and Cybernetics, Part B 35(6): 1098-1107 (2005)

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Two-Dimensional Non-negative Matrix Factorization for Face Representation and Recognition. AMFG 2005: 350-363

Zhi-Hua Zhou, Xiao-Bing Xue, Yuan Jiang: Locating Regions of Interest in CBIR with Multi-instance Learning Techniques. Australian Conference on Artificial Intelligence 2005: 92-101

Min-Ling Zhang, Zhi-Hua Zhou: A k-nearest neighbor based algorithm for multi-label classification. GrC 2005: 718-721

Yu-Bin Yang, Shifu Chen, Zhi-Hua Zhou, Hui Lin, Yukun Ye: An Intelligent Medical Image Understanding Method Using Two-Tier Neural Network Ensembles. IEA/AIE 2005: 616-618

Zhi-Hua Zhou, Ming Li: Semi-Supervised Regression with Co-Training. IJCAI 2005: 908-916

Ning Li, Huajie Zhou, Jinjiang Ling, Zhi-Hua Zhou: Spiculated Lesion Detection in Digital Mammogram Based on Artificial Neural Network Ensemble. ISNN (3) 2005: 790-795

Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang: Feature Selection for High Dimensional Face Image Using Self-organizing Maps. PAKDD 2005: 500-504

Ming Li, Zhi-Hua Zhou: SETRED: Self-training with Editing. PAKDD 2005: 611-621

Yuan Jiang, Jinjiang Ling, Gang Li, Honghua Dai, Zhi-Hua Zhou: Dependency Bagging. RSFDGrC (1) 2005: 491-500

Zhi-Hua Zhou, Ruqian Lu: Artificial intelligence in medicine in China. Artificial Intelligence in Medicine 32(1): 1-2 (2004)

Zhi-Hua Zhou: Rule Extraction: Using Neural Networks or for Neural Networks? J. Comput. Sci. Technol. 19(2): 249-253 (2004)

Min-Ling Zhang, Zhi-Hua Zhou: Improve Multi-Instance Neural Networks through Feature Selection. Neural Processing Letters 19(1): 1-10 (2004)

Yuan Jiang, Zhi-Hua Zhou: SOM Ensemble-Based Image Segmentation. Neural Processing Letters 20(3): 171-178 (2004)

Zhi-Hua Zhou, Xin Geng: Projection functions for eye detection. Pattern Recognition 37(5): 1049-1056 (2004)

Songcan Chen, Jun Liu, Zhi-Hua Zhou: Making FLDA applicable to face recognition with one sample per person. Pattern Recognition 37(7): 1553-1555 (2004)

Songcan Chen, Daoqiang Zhang, Zhi-Hua Zhou: Enhanced (PC)² A for face recognition with one training image per person. Pattern Recognition Letters 25(10): 1173-1181 (2004)

Zhi-Hua Zhou, Yuan Jiang: NeC4.5: Neural Ensemble Based C4.5. IEEE Trans. Knowl. Data Eng. 16(6): 770-773 (2004)

Yang Gao, Joshua Zhexue Huang, Hongqiang Rong, Zhi-Hua Zhou: Meta-game Equilibrium for Multi-agent Reinforcement Learning. Australian Conference on Artificial Intelligence 2004: 930-936

Zhi-Hua Zhou, Ke-Jia Chen, Yuan Jiang: Exploiting Unlabeled Data in Content-Based Image Retrieval. ECML 2004: 525-536

Min-Ling Zhang, Zhi-Hua Zhou: Ensembles of Multi-Instance Neural Networks. Intelligent Information Processing 2004: 471-474

Daoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Fuzzy-Kernel Learning Vector Quantization. ISNN (1) 2004: 180-185

Yuan Jiang, Zhi-Hua Zhou: Editing Training Data for kNN Classifiers with Neural Network Ensemble. ISNN (1) 2004: 356-361

Jun Liu, Songcan Chen, Zhi-Hua Zhou: Progressive Principal Component Analysis. ISNN (1) 2004: 768-773

Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang: Robust Face Recognition from a Single Training Image per Person with Kernel-Based SOM-Face. ISNN (1) 2004: 858-863

Honghua Dai, Gang Li, Zhi-Hua Zhou: Ensembling MML Causal Discovery. PAKDD 2004: 260-271

Zhi-Hua Zhou, Dan Wei, Gang Li, Honghua Dai: On the Size of Training Set and the Benefit from Ensemble. PAKDD 2004: 298-307

Junping Zhang, Huanxing Shen, Zhi-Hua Zhou: Unified Locally Linear Embedding and Linear Discriminant Analysis Algorithm (ULLELDA) for Face Recognition. SINOBIOMETRICS 2004: 296-304

Junping Zhang, Li He, Zhi-Hua Zhou: Analyzing Magnification Factors and Principal Spread Directions in Manifold Learning. WSC 2004: 651-664

Zhi-Hua Zhou: Three perspectives of data mining. Artif. Intell. 143(1): 139-146 (2003)

Zhi-Hua Zhou, Yuan Jiang, Shifu Chen: Extracting symbolic rules from trained neural network ensembles. AI Commun. 16(1): 3-15 (2003)

Zhi-Hua Zhou, Shifu Chen: Evolving Fault-Tolerant Neural Networks. Neural Computing and Applications 11(3-4): 156-160 (2003)

Jianxin Wu, Zhi-Hua Zhou: Efficient face candidates selector for face detection. Pattern Recognition 36(5): 1175-1186 (2003)

Zhi-Hua Zhou, Yuan Jiang: Medical diagnosis with C4.5 rule preceded by artificial neural network ensemble. IEEE Transactions on Information Technology in Biomedicine 7(1): 37-42 (2003)

Zhi-Hua Zhou, Min-Ling Zhang: Ensembles of Multi-instance Learners. ECML 2003: 492-502

Zhi-Hua Zhou, Min-Ling Zhang, Ke-Jia Chen: A Novel Bag Generator for Image Database Retrieval With Multi-Instance Learning Techniques. ICTAI 2003: 565-569

Zhi-Hua Zhou, Wei Tang: Selective Ensemble of Decision Trees. RSFDGrC 2003: 476-483

Yuan Jiang, Ke-Jia Chen, Zhi-Hua Zhou: SOM Based Image Segmentation. RSFDGrC 2003: 640-643

Zhi-Hua Zhou, Jianxin Wu, Wei Tang: Ensembling neural networks: Many could be better than all. Artif. Intell. 137(1-2): 239-263 (2002)

Zhi-Hua Zhou, Yuan Jiang, Yu-Bin Yang, Shifu Chen: Lung cancer cell identification based on artificial neural network ensembles. Artificial Intelligence in Medicine 24(1): 25-36 (2002)

Zhi-Hua Zhou: Artificial Neural Networks in Biomedicine - Paulo J.G. Lisboa, Emmanuel C. Ifeachor and Piotr S. Szczepaniak (Eds.), Springer-Verlag, London, 2000, ISBN 1-85233-005-8. Artificial Intelligence in Medicine 25(2): 211-214 (2002)

Zhi-Hua Zhou, Zhaoqian Chen: Hybrid decision tree. Knowl.-Based Syst. 15(8): 515-528 (2002)

Jianxin Wu, Zhi-Hua Zhou: Face recognition with one training image per person. Pattern Recognition Letters 23(14): 1711-1719 (2002)

Zhi-Hua Zhou, Yuan Jiang, Xu-Ri Yin, Shifu Chen: The Application of Visualization and Neural Network Techniques in a Power Transformer Condition Monitoring System. IEA/AIE 2002: 325-334

Zhi-Hua Zhou, Jianxin Wu, Wei Tang, Zhaoqian Chen: Combining Regression Estimators: GA-Based Selective Neural Network Ensemble. International Journal of Computational Intelligence and Applications 1(4): 341-356 (2001)

Zhi-Hua Zhou, Jianxin Wu, Yuan Jiang, Shifu Chen: Genetic Algorithm based Selective Neural Network Ensemble. IJCAI 2001: 797-802

Xu-Ri Yin, Zhi-Hua Zhou, Ning Li, Shifu Chen: An Approach for Data Filtering Based on Rough Set Theory. WAIM 2001: 367-376

Zhi-Hua Zhou, Yuan Jiang, Shifu Chen: A general neural framework for classification rule mining. Int. J. Comput. Syst. Signal 1(2): 154-168 (2000)

Zhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: FANNC: A Fast Adaptive Neural Network Classifier. Knowl. Inf. Syst. 2(1): 115-129 (2000)

Fu Jie Huang, Tsuhan Chen, Zhi-Hua Zhou, Hong-Jiang Zhang: Pose Invariant Face Recognition. FG 2000: 245-250

Jia-Zhou He, Zhi-Hua Zhou, Xu-Ri Yin, Shifu Chen: Using Neural Networks for Fault Diagnosis. IJCNN (5) 2000: 217-220

Zhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: A Statistics Based Approach for Extracting Priority Rules from Trained Neural Networks. IJCNN (3) 2000: 401-406

Zhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: FANRE: A Fast Adaptive Neural Regression Estimator. Australian Joint Conference on Artificial Intelligence 1999: 48-59

Zhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: Mining Typhoon Knowledge with Neural Networks. ICTAI 1999: 325-326