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2010
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M.-L. Zhang, G. Tsoumakas, and Z.-H. Zhou, eds.
Working Notes of the 2nd Workshop on Learning from Multi-Label Data (MLD'10)
, in conjunction with ICML'10, Haifa, Israel, 2010.
Q. Yang, Z.-H. Zhou, W. Mao, W. Li, and N. N. Li.
Social learning
.
IEEE Intelligent Systems
, 2010, 25(4): 9-11.
Z.-H. Zhou and H. Li.
Preface
.
Journal of Computer Science and Technology
, 2010, 25(4): 1-2.
T. B. Ho, Z.-H. Zhou, and H. Motoda.
Editorial
.
Intelligent Data Analysis
, 2010, 14(4): 437-438.
Y. Zhang and Z.-H. Zhou.
Multi-label dimensionality reduction via dependence maximization
.
ACM Transactions on Knowledge Discovery from Data
, 2010, 4(3): Article 14.
Y. Zhang and Z.-H. Zhou.
Cost-sensitive face recognition
.
IEEE Transactions on Pattern Analysis and Machine Intelligence
, 2010, 32(10): 1758-1769.
J. Liu, S. Chen, Z.-H. Zhou, and X. Tan.
Generalized low rank approximations of matrices revisited
.
IEEE Transactions on Neural Networks
, 2010, 21(4): 621-632.
Y. Fu, Y. Guo, Y. Zhu, F. Liu, C. Song, and Z.-H. Zhou.
Multi-view video summarization
.
IEEE Transactions on Multimedia
, 2010, 12(7): 717-729.
Z.-H. Zhou and X.-Y. Liu.
On multi-class cost-sensitive learning
.
Computational Intelligence
, 2010, 26(3): 232-257.
Z.-H. Zhou and M. Li.
Semi-supervised learning by disagreement
.
Knowledge and Information Systems
, 2010, 24(3): 415-439.
Y. Yu and Z.-H. Zhou.
A framework for modeling positive class expansion with single snapshot
.
Knowledge and Information Systems
, 2010, 25(2): 211-227.
Invited paper for the PAKDD'08 Best Paper Award
Y. Zhang, R. Jin, and Z.-H. Zhou.
Understanding bag-of-words model: A statistical framework
.
International Journal of Machine Learning and Cybernetics
, 2010, 1(1): 43-52.
M. Li, W. Wang, and Z.-H. Zhou.
Exploiting remote learners in internet environment with agents
.
Science China: Information Sciences
, 2010, 53(1): 64-76.
M.-L. Zhang and Z.-H. Zhou.
Exploiting unlabeled data to enhance ensemble diversity
. In:
Proceedings of the 9th IEEE International Conference on Data Mining (ICDM'10)
, Sydney, Australia, 2010.
W. Wang and Z.-H. Zhou.
Multi-view active learning in the non-realizable case
. In:
Advances in Neural Information Processing Systems 23 (NIPS'10)
(Vancouver, Canada), J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R. S. Zemel, A. Culotta, eds. Cambridge, MA: MIT Press, 2010, 2388-2396.
S.-J. Huang, R. Jin, and Z.-H. Zhou.
Active learning by querying informative and representative examples
. In:
Advances in Neural Information Processing Systems 23 (NIPS'10)
(Vancouver, Canada), J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R. S. Zemel, A. Culotta, eds. Cambridge, MA: MIT Press, 2010, pp.892-900.
Y. Ge, H. Xiong, Z.-H. Zhou, H. Ozdemir, J. Yu, and K. C. Lee.
TOP-EYE: Top-k evolving trajectory outlier detection
. In:
Proceedings of the 19th ACM International Conference on Information and Knowledge Management (CIKM'10)
, Toronto, Canada, 2010, pp.1733-1736.
T. F. Liu, K. M. Ting, and Z.-H. Zhou.
On detecting clustered anomalies using SCiForest
. In:
Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD'10)
, Barcelona, Spain, LNAI 6322, 2010, pp.274-290.
W. Gao and Z.-H. Zhou.
Approximation stability and boosting
. In:
Proceedings of the 21st International Conference on Algorithmic Learning Theory (ALT'10)
, LNCS 6331, Canberra, Australia, 2010, pp.59-73.
Y. Yu, C. Qian, and Z.-H. Zhou.
Towards analyzing recombination operators in evolutionary search
. In:
Proceedings of the 11th International Conference on Parallel Problem Solving from Nature (PPSN'10)
, LNCS 6238, Krakow, Poland, 2010, pp.144-153.
Y. Wang, Y. Jiang, Y. Wu, and Z.-H. Zhou.
Multi-manifold clustering
. In:
Proceedings of the 11th Pacific Rim International Conference on Artificial Intelligence (PRICAI'10)
, LNAI 6230, Daegu, Korea, 2010, pp.280-291.
This paper won the Best Paper Award at PRICAI'10
X.-Y. Liu and Z.-H. Zhou.
Learning with cost intervals
. In:
Proceedings of the 16th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'10)
, Washington, DC, 2010, pp.403-412.
W. Wang and Z.-H. Zhou.
A new analysis on co-training
. In:
Proceedings of the 27th International Conference on Machine Learning (ICML'10)
, Haifa, Israel, 2010, pp.1135-1142.
Y.-Y. Sun, Y. Zhang, and Z.-H. Zhou.
Multi-label learning with weak label
. In:
Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI'10)
, Atlanta, GA, 2010, pp.593-598.
Y.-Y. Sun, M. Ng, and Z.-H. Zhou.
Multi-instance dimensionality reduction
. In:
Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI'10)
, Atlanta, GA, 2010, pp.587-592.
Y.-F. Li, J. Kwok, and Z.-H. Zhou.
Cost-sensitive semi-supervised support vector machine
. In:
Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI'10)
, Atlanta, GA, 2010, pp.500-505.
X. Geng, K. Smith-Miles, and Z.-H. Zhou.
Facial age estimation by learning from label distribution
. In:
Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI'10)
, Atlanta, GA, 2010, pp.451-456.
Z.-H. Zhou and N. Li.
Multi-information ensemble diversity
. In:
Proceedings of the 9th International Workshop on Multiple Classifier Systems (MCS'10)
, LNCS 5997, Cairo, Egypt, 2010, pp.134-144.
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