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157Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Takashi Washio: Advances in Machine Learning, First Asian Conference on Machine Learning, ACML 2009, Nanjing, China, November 2-4, 2009. Proceedings Springer 2009
156Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin Geng, Kate Smith-Miles, Zhi-Hua Zhou, Liang Wang: Face image modeling by multilinear subspace analysis with missing values. ACM Multimedia 2009: 629-632
155Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: A Framework for Machine Learning with Ambiguous Objects. AMT 2009: 6
154Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: A Framework for Machine Learning with Ambiguous Objects. Brain Informatics 2009: 6
153Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYu-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
152Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDe-Chuan Zhan, Ming Li, Yu-Feng Li, Zhi-Hua Zhou: Learning instance specific distances using metric propagation. ICML 2009: 154
151Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Yu-Yin Sun, Yu-Feng Li: Multi-instance learning by treating instances as non-I.I.D. samples. ICML 2009: 157
150Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYu-Feng Li, James T. Kwok, Zhi-Hua Zhou: Semi-supervised learning using label mean. ICML 2009: 80
149Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMing Li, Xiao-Bing Xue, Zhi-Hua Zhou: Exploiting Multi-Modal Interactions: A Unified Framework. IJCAI 2009: 1120-1125
148Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYin Zhang, Zhi-Hua Zhou: Non-Metric Label Propagation. IJCAI 2009: 1357-1362
147Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYing-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
146Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLShuiwang 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
145Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNan Li, Zhi-Hua Zhou: Selective Ensemble under Regularization Framework. MCS 2009: 293-303
144Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: When Semi-supervised Learning Meets Ensemble Learning. MCS 2009: 529-538
143Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Michael Ng, Qiao-Qiao She, Yuan Jiang: Budget Semi-supervised Learning. PAKDD 2009: 588-595
142Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLCharles X. Ling, Jun Du, Zhi-Hua Zhou: When does Co-training Work in Real Data?. PAKDD 2009: 596-603
141Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Boosting. Encyclopedia of Database Systems 2009: 260-263
140Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Ensemble. Encyclopedia of Database Systems 2009: 988-991
139Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: Multi-instance clustering with applications to multi-instance prediction. Appl. Intell. 31(1): 47-68 (2009)
138Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLShuiwang 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)
137Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang Yu, Zhi-Hua Zhou: Weak Evolvability Equals Strong Evolvability CoRR abs/0905.4570: (2009)
136Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: Classifier Ensemble with Unlabeled Data CoRR abs/0909.3593: (2009)
135Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiao-Bing Xue, Zhi-Hua Zhou: Distributional Features for Text Categorization. IEEE Trans. Knowl. Data Eng. 21(3): 428-442 (2009)
134Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMing Li, Hang Li, Zhi-Hua Zhou: Semi-supervised document retrieval. Inf. Process. Manage. 45(3): 341-355 (2009)
133Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Hang Li, Qiang Yang: Editorial: special issue on selected papers of PAKDD 2007. Knowl. Inf. Syst. 19(2): 131-132 (2009)
132Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYuan Jiang, Ming Li, Zhi-Hua Zhou: Mining extremely small data sets with application to software reuse. Softw., Pract. Exper. 39(4): 423-440 (2009)
2008
131no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTu Bao Ho, Zhi-Hua Zhou: PRICAI 2008: Trends in Artificial Intelligence, 10th Pacific Rim International Conference on Artificial Intelligence, Hanoi, Vietnam, December 15-19, 2008. Proceedings Springer 2008
130no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYin Zhang, Zhi-Hua Zhou: Multi-Label Dimensionality Reduction via Dependence Maximization. AAAI 2008: 1503-1505
129no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Songcan Chen, Zhi-Hua Zhou, Qiang Yang: Constraint Projections for Ensemble Learning. AAAI 2008: 758-763
128Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin Geng, Kate Smith-Miles, Zhi-Hua Zhou: Facial age estimation by nonlinear aging pattern subspace. ACM Multimedia 2008: 721-724
127Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLLiwei Wang, Masashi Sugiyama, Cheng Yang, Zhi-Hua Zhou, Jufu Feng: On the Margin Explanation of Boosting Algorithms. COLT 2008: 479-490
126Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYin Zhang, Zhi-Hua Zhou: Cost-sensitive face recognition. CVPR 2008
125Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou: Isolation Forest. ICDM 2008: 413-422
124Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLLi-Ping Liu, Yang Yu, Yuan Jiang, Zhi-Hua Zhou: TEFE: A Time-Efficient Approach to Feature Extraction. ICDM 2008: 423-432
123Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: M3MIML: A Maximum Margin Method for Multi-instance Multi-label Learning. ICDM 2008: 688-697
122Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLWei Wang, Zhi-Hua Zhou: On multi-view active learning and the combination with semi-supervised learning. ICML 2008: 1152-1159
121Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang Yu, Zhi-Hua Zhou: On the usefulness of infeasible solutions in evolutionary search: A theoretical study. IEEE Congress on Evolutionary Computation 2008: 835-840
120Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMing Li, Zhongfei (Mark) Zhang, Zhi-Hua Zhou: Mining Bulletin Board Systems Using Community Generation. PAKDD 2008: 209-221
119Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang Yu, Zhi-Hua Zhou: A Framework for Modeling Positive Class Expansion with Single Snapshot. PAKDD 2008: 429-440
118Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiao-Bing Xue, Zhi-Hua Zhou, Zhongfei (Mark) Zhang: Improving Web search using image snippets. ACM Trans. Internet Techn. 8(4): (2008)
117Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang Yu, Zhi-Hua Zhou: A new approach to estimating the expected first hitting time of evolutionary algorithms. Artif. Intell. 172(15): 1809-1832 (2008)
116Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
115Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Min-Ling Zhang, Sheng-Jun Huang, Yu-Feng Li: MIML: A Framework for Learning with Ambiguous Objects CoRR abs/0808.3231: (2008)
114Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin 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)
113Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin 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)
112Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFei Tony Liu, Kai Ming Ting, Yang Yu, Zhi-Hua Zhou: Spectrum of Variable-Random Trees. J. Artif. Intell. Res. (JAIR) 32: 355-384 (2008)
111Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXindong 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)
110Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang 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)
2007
109no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Hang Li, Qiang Yang: Advances in Knowledge Discovery and Data Mining, 11th Pacific-Asia Conference, PAKDD 2007, Nanjing, China, May 22-25, 2007, Proceedings Springer 2007
108no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTakashi Washio, Zhi-Hua Zhou, Joshua Zhexue Huang, Xiaohua Hu, Jinyan Li, Chao Xie, Jieyue He, Deqing Zou, Kuan-Ching Li, Mário M. Freire: Emerging Technologies in Knowledge Discovery and Data Mining, PAKDD 2007, International Workshops, Nanjing, China, May 22-25, 2007, Revised Selected Papers Springer 2007
107no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: Multi-Label Learning by Instance Differentiation. AAAI 2007: 669-674
106no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, De-Chuan Zhan, Qiang Yang: Semi-Supervised Learning with Very Few Labeled Training Examples. AAAI 2007: 675-680
105Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Mining Ambiguous Data with Multi-instance Multi-label Representation. ADMA 2007: 1
104Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJun Liu, Songcan Chen, Zhi-Hua Zhou, Xiaoyang Tan: Single Image Subspace for Face Recognition. AMFG 2007: 205-219
103Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiao-Lin Li, Zhi-Hua Zhou: Structure Learning of Probabilistic Relational Models from Incomplete Relational Data. ECML 2007: 214-225
102Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLWei Wang, Zhi-Hua Zhou: Analyzing Co-training Style Algorithms. ECML 2007: 454-465
101Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang Yu, Zhi-Hua Zhou, Kai Ming Ting: Cocktail Ensemble for Regression. ICDM 2007: 721-726
100Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Jun-Ming Xu: On the relation between multi-instance learning and semi-supervised learning. ICML 2007: 1167-1174
99Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Hong-Bin Dai: Exploiting Image Contents in Web Search. IJCAI 2007: 2922-2927
98Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Semi-Supervised Dimensionality Reduction. SDM 2007
97Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRuqian 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)
96Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Ming Li: Semisupervised Regression with Cotraining-Style Algorithms. IEEE Trans. Knowl. Data Eng. 19(11): 1479-1493 (2007)
95Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin 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)
94Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMing 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)
93Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang 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)
92Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Min-Ling Zhang: Solving multi-instance problems with classifier ensemble based on constructive clustering. Knowl. Inf. Syst. 11(2): 155-170 (2007)
91Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: ML-KNN: A lazy learning approach to multi-label learning. Pattern Recognition 40(7): 2038-2048 (2007)
2006
90no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang Yu, Zhi-Hua Zhou: A New Approach to Estimating the Expected First Hitting Time of Evolutionary Algorithms. AAAI 2006
89no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiao-Bing Xue, Zhi-Hua Zhou, Zhongfei (Mark) Zhang: Improve Web Search Using Image Snippets. AAAI 2006
88no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Xu-Ying Liu: On Multi-Class Cost-Sensitive Learning. AAAI 2006
87Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin Geng, Zhi-Hua Zhou, Yu Zhang, Gang Li, Honghua Dai: Learning from facial aging patterns for automatic age estimation. ACM Multimedia 2006: 307-316
86Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYuan Jiang, Ming Li, Zhi-Hua Zhou: Generation of Comprehensible Hypotheses from Gene Expression Data. BioDM 2006: 116-123
85Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiaoyang Tan, Songcan Chen, Jun Li, Zhi-Hua Zhou: Learning Non-Metric Partial Similarity Based on Maximal Margin Criterion. CVPR (1) 2006: 138-145
84Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiao-Bing Xue, Zhi-Hua Zhou: Distributional Features for Text Categorization. ECML 2006: 497-508
83Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Adaptive Kernel Principal Component Analysis with Unsupervised Learning of Kernels. ICDM 2006: 1178-1182
82Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Hong-Bin Dai: Query-Sensitive Similarity Measure for Content-Based Image Retrieval. ICDM 2006: 1211-1215
81Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXu-Ying Liu, Jianxin Wu, Zhi-Hua Zhou: Exploratory Under-Sampling for Class-Imbalance Learning. ICDM 2006: 965-969
80Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXu-Ying Liu, Zhi-Hua Zhou: The Influence of Class Imbalance on Cost-Sensitive Learning: An Empirical Study. ICDM 2006: 970-974
79Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJunping Zhang, Li He, Zhi-Hua Zhou: Ensemble-Based Discriminant Manifold Learning for Face Recognition. ICNC (1) 2006: 29-38
78Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Min-Ling Zhang: Multi-Instance Multi-Label Learning with Application to Scene Classification. NIPS 2006: 1609-1616
77Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDe-Chuan Zhan, Zhi-Hua Zhou: Neighbor Line-Based Locally Linear Embedding. PAKDD 2006: 806-815
76Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Non-negative Matrix Factorization on Kernels. PRICAI 2006: 404-412
75Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Learning with Unlabeled Data and Its Application to Image Retrieval. PRICAI 2006: 5-10
74Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin Geng, Zhi-Hua Zhou, Honghua Dai: Uncontrolled Face Recognition by Individual Stable Neural Network. PRICAI 2006: 553-562
73Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang 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
72Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
71Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
70Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-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)
69Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin Geng, Zhi-Hua Zhou: Image Region Selection and Ensemble for Face Recognition. J. Comput. Sci. Technol. 21(1): 116-125 (2006)
68Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Multi-Instance Learning from Supervised View. J. Comput. Sci. Technol. 21(5): 800-809 (2006)
67Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Wei Tang: Clusterer ensemble. Knowl.-Based Syst. 19(1): 77-83 (2006)
66Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLArif 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)
65Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: Adapting RBF Neural Networks to Multi-Instance Learning. Neural Processing Letters 23(1): 1-26 (2006)
64Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Learning the kernel parameters in kernel minimum distance classifier. Pattern Recognition 39(1): 133-135 (2006)
63Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Zhi-Hua Zhou, Songcan Chen: Diagonal principal component analysis for face recognition. Pattern Recognition 39(1): 140-142 (2006)
62Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiaoyang 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)
2005
61Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Two-Dimensional Non-negative Matrix Factorization for Face Representation and Recognition. AMFG 2005: 350-363
60Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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
59Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: A k-nearest neighbor based algorithm for multi-label classification. GrC 2005: 718-721
58Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYu-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
57Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Ming Li: Semi-Supervised Regression with Co-Training. IJCAI 2005: 908-916
56Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNing 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
55Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang: Feature Selection for High Dimensional Face Image Using Self-organizing Maps. PAKDD 2005: 500-504
54Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMing Li, Zhi-Hua Zhou: SETRED: Self-training with Editing. PAKDD 2005: 611-621
53Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYuan Jiang, Jinjiang Ling, Gang Li, Honghua Dai, Zhi-Hua Zhou: Dependency Bagging. RSFDGrC (1) 2005: 491-500
52Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Kai Jiang, Ming Li: Multi-Instance Learning Based Web Mining. Appl. Intell. 22(2): 135-147 (2005)
51Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang 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)
50Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Ming Li: Tri-Training: Exploiting Unlabeled Data Using Three Classifiers. IEEE Trans. Knowl. Data Eng. 17(11): 1529-1541 (2005)
49Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Yang Yu: Ensembling local learners ThroughMultimodal perturbation. IEEE Transactions on Systems, Man, and Cybernetics, Part B 35(4): 725-735 (2005)
48Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXin 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)
47Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Yang Yu: Adapt Bagging to Nearest Neighbor Classifiers. J. Comput. Sci. Technol. 20(1): 48-54 (2005)
46Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSongcan Chen, Lei Chen, Zhi-Hua Zhou: A unified SWSI-KAMs framework and performance evaluation on face recognition. Neurocomputing 68: 54-69 (2005)
45Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Zhi-Hua Zhou: (2D)2PCA: Two-directional two-dimensional PCA for efficient face representation and recognition. Neurocomputing 69(1-3): 224-231 (2005)
2004
44Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYang 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
43Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Ke-Jia Chen, Yuan Jiang: Exploiting Unlabeled Data in Content-Based Image Retrieval. ECML 2004: 525-536
42Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDaoqiang Zhang, Songcan Chen, Zhi-Hua Zhou: Fuzzy-Kernel Learning Vector Quantization. ISNN (1) 2004: 180-185
41Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYuan Jiang, Zhi-Hua Zhou: Editing Training Data for kNN Classifiers with Neural Network Ensemble. ISNN (1) 2004: 356-361
40Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJun Liu, Songcan Chen, Zhi-Hua Zhou: Progressive Principal Component Analysis. ISNN (1) 2004: 768-773
39Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiaoyang 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
38Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: Ensembles of Multi-Instance Neural Networks. Intelligent Information Processing 2004: 471-474
37Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHonghua Dai, Gang Li, Zhi-Hua Zhou: Ensembling MML Causal Discovery. PAKDD 2004: 260-271
36Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Dan Wei, Gang Li, Honghua Dai: On the Size of Training Set and the Benefit from Ensemble. PAKDD 2004: 298-307
35Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJunping Zhang, Huanxing Shen, Zhi-Hua Zhou: Unified Locally Linear Embedding and Linear Discriminant Analysis Algorithm (ULLELDA) for Face Recognition. SINOBIOMETRICS 2004: 296-304
34Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJunping Zhang, Li He, Zhi-Hua Zhou: Analyzing Magnification Factors and Principal Spread Directions in Manifold Learning. WSC 2004: 651-664
33Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Ruqian Lu: Artificial intelligence in medicine in China. Artificial Intelligence in Medicine 32(1): 1-2 (2004)
32Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Yuan Jiang: NeC4.5: Neural Ensemble Based C4.5. IEEE Trans. Knowl. Data Eng. 16(6): 770-773 (2004)
31Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Rule Extraction: Using Neural Networks or for Neural Networks? J. Comput. Sci. Technol. 19(2): 249-253 (2004)
30no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLMin-Ling Zhang, Zhi-Hua Zhou: Improve Multi-Instance Neural Networks through Feature Selection. Neural Processing Letters 19(1): 1-10 (2004)
29Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYuan Jiang, Zhi-Hua Zhou: SOM Ensemble-Based Image Segmentation. Neural Processing Letters 20(3): 171-178 (2004)
28Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Xin Geng: Projection functions for eye detection. Pattern Recognition 37(5): 1049-1056 (2004)
27Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSongcan Chen, Jun Liu, Zhi-Hua Zhou: Making FLDA applicable to face recognition with one sample per person. Pattern Recognition 37(7): 1553-1555 (2004)
26Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSongcan 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)
2003
25Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Min-Ling Zhang: Ensembles of Multi-instance Learners. ECML 2003: 492-502
24Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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
23Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Wei Tang: Selective Ensemble of Decision Trees. RSFDGrC 2003: 476-483
22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYuan Jiang, Ke-Jia Chen, Zhi-Hua Zhou: SOM Based Image Segmentation. RSFDGrC 2003: 640-643
21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Yuan Jiang, Shifu Chen: Extracting symbolic rules from trained neural network ensembles. AI Commun. 16(1): 3-15 (2003)
20Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou: Three perspectives of data mining. Artif. Intell. 143(1): 139-146 (2003)
19no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Shifu Chen: Evolving Fault-Tolerant Neural Networks. Neural Computing and Applications 11(3-4): 156-160 (2003)
17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJianxin Wu, Zhi-Hua Zhou: Efficient face candidates selector for face detection. Pattern Recognition 36(5): 1175-1186 (2003)
2002
16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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
15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Jianxin Wu, Wei Tang: Ensembling neural networks: Many could be better than all. Artif. Intell. 137(1-2): 239-263 (2002)
14no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
13no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Zhaoqian Chen: Hybrid decision tree. Knowl.-Based Syst. 15(8): 515-528 (2002)
11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJianxin Wu, Zhi-Hua Zhou: Face recognition with one training image per person. Pattern Recognition Letters 23(14): 1711-1719 (2002)
2001
10no EE pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Jianxin Wu, Yuan Jiang, Shifu Chen: Genetic Algorithm based Selective Neural Network Ensemble. IJCAI 2001: 797-802
9Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXu-Ri Yin, Zhi-Hua Zhou, Ning Li, Shifu Chen: An Approach for Data Filtering Based on Rough Set Theory. WAIM 2001: 367-376
8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-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)
2000
7Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFu Jie Huang, Tsuhan Chen, Zhi-Hua Zhou, Hong-Jiang Zhang: Pose Invariant Face Recognition. FG 2000: 245-250
6Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: A Statistics Based Approach for Extracting Priority Rules from Trained Neural Networks. IJCNN (3) 2000: 401-406
5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJia-Zhou He, Zhi-Hua Zhou, Xu-Ri Yin, Shifu Chen: Using Neural Networks for Fault Diagnosis. IJCNN (5) 2000: 217-220
4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Yuan Jiang, Shifu Chen: A general neural framework for classification rule mining. Int. J. Comput. Syst. Signal 1(2): 154-168 (2000)
3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: FANNC: A Fast Adaptive Neural Network Classifier. Knowl. Inf. Syst. 2(1): 115-129 (2000)
1999
2Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: FANRE: A Fast Adaptive Neural Regression Estimator. Australian Joint Conference on Artificial Intelligence 1999: 48-59
1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhi-Hua Zhou, Shifu Chen, Zhaoqian Chen: Mining Typhoon Knowledge with Neural Networks. ICTAI 1999: 325-326

Coauthor Index

1Ke-Jia Chen [22] [24] [43] [72]
2Lei Chen [46]
3Shifu Chen [1] [2] [3] [4] [5] [6] [9] [10] [14] [16] [18] [21] [58]
4Songcan Chen [26] [27] [39] [40] [42] [46] [51] [55] [61] [62] [63] [64] [73] [76] [83] [85] [98] [104] [110] [129]
5Tsuhan Chen [7]
6Zhaoqian Chen [1] [2] [3] [6] [8] [12]
7Hong-Bin Dai [72] [82] [99]
8Honghua Dai [36] [37] [53] [74] [87]
9Jun Du [142]
10Jufu Feng [127]
11Mário M. Freire [108]
12Yang Gao [44]
13Xin Geng [28] [48] [69] [74] [87] [95] [113] [114] [128] [156]
14Arif Ghafoor [66]
15Joydeep Ghosh [111]
16David J. Hand [111]
17Jia-Zhou He [5]
18Jieyue He [108]
19Li He [34] [79]
20Tu Bao Ho [131]
21Xiaohua Hu [108]
22Fu Jie Huang [7]
23Joshua Zhexue Huang (Zhexue Huang) [44] [108]
24Sheng-Jun Huang [115]
25Shuiwang Ji [138] [146] [147]
26Kai Jiang [52]
27Yuan Jiang [4] [10] [14] [16] [19] [21] [22] [29] [32] [41] [43] [53] [60] [86] [124] [132] [143]
28Sudhir Kumar [138] [146] [147]
29Vipin Kumar [111]
30James Tin-Yau Kwok (James T. Kwok) [150] [153]
31Michael S. Lew [66]
32Gang Li [36] [37] [53] [87]
33Hang Li [109] [133] [134]
34Jinyan Li [108]
35Jun Li [85]
36Kuan-Ching Li (Li Kuan Ching) [108]
37Ming Li [50] [52] [54] [57] [86] [93] [94] [96] [120] [132] [134] [149] [152]
38Nan Li [145]
39Ning Li [9] [56]
40Xiao-Lin Li [103]
41Ying-Xin Li [138] [146] [147]
42Yu-Feng Li [115] [116] [150] [151] [152] [153]
43Hui Lin [58]
44Charles X. Ling [142]
45Jinjiang Ling [53] [56]
46Bing Liu [111]
47Fei Tony Liu [112] [125]
48Jun Liu [27] [40] [104]
49Li-Ping Liu [124]
50Xu-Ying Liu [71] [80] [81] [88] [93]
51Ruqian Lu [33] [97]
52Geoffrey J. McLachlan [111]
53Hiroshi Motoda [111]
54Angus F. M. Ng [111]
55Michael Ng [143]
56J. Ross Quinlan [111]
57Hongqiang Rong [44]
58Qiao-Qiao She [143]
59Huanxing Shen [35]
60Kate Smith-Miles (Kate Amanda Smith-Miles, Kate A. Smith) [95] [113] [114] [128] [156]
61Michael Steinbach [111]
62Dan Steinberg [111]
63Masashi Sugiyama [127]
64Yu-Yin Sun [116] [151]
65Xiaoyang Tan [39] [55] [62] [85] [104]
66Wei Tang [8] [15] [23] [67]
67Kai Ming Ting [101] [112] [125]
68Ivor W. Tsang [153]
69Liang Wang [156]
70Liwei Wang [127]
71Wei Wang [102] [122]
72Takashi Washio [108] [157]
73Dan Wei [36]
74Jianxin Wu [8] [10] [11] [15] [17] [81]
75Xindong Wu [111]
76Chao Xie [108]
77Jun-Ming Xu [100]
78Xiao-Bing Xue [60] [84] [89] [118] [135] [149]
79Cheng Yang [127]
80Qiang Yang [106] [109] [111] [129] [133]
81Yu-Bin Yang [14] [58]
82Jieping Ye [138] [146] [147]
83Yukun Ye [58]
84Xu-Ri Yin [5] [9] [16]
85Philip S. Yu [111]
86Yang Yu [47] [49] [90] [93] [101] [112] [117] [119] [121] [124] [137]
87Lei Yuan [146]
88De-Chuan Zhan [48] [77] [93] [106] [152]
89Daoqiang Zhang [26] [42] [45] [51] [61] [63] [64] [73] [76] [83] [98] [110] [129]
90Fuyan Zhang [39] [55] [62]
91HongJiang Zhang (Hong-Jiang Zhang) [7]
92Junping Zhang [34] [35] [79]
93Min-Ling Zhang [24] [25] [30] [38] [59] [65] [70] [78] [91] [92] [107] [115] [123] [136] [139]
94Yin Zhang [126] [130] [148]
95Yu Zhang [87]
96Zhongfei (Mark) Zhang (Zhongfei Zhang) [66] [89] [118] [120]
97Huajie Zhou [56]
98Deqing Zou [108]

Colors in the list of coauthors

Copyright © Wed Nov 25 14:46:41 2009 by Michael Ley (ley@uni-trier.de)