Zhi-Hua Zhou - Selected Publications#

(1) Z.-H. Zhou. Ensemble Methods: Foundations and Algorithms, Chapman & Hall, 2012. (ISBN 978-1-439-830031)

(2) Z.-H. Zhou. Machine Learning (in Chinese), Tsinghua University Press, 2016. (ISBN 978-7-302-206853-6)

(3) Z.-H. Zhou, J. Wu, W. Tang. Ensembling neural networks: Many could be better than all. Artificial Intelligence, 2002, 137(1-2): 239-263.

(4) Z.-H. Zhou, M. Li. Tri-training: Exploiting unlabeled data using three classifiers. IEEE Trans. Knowledge and Data Engineering, 2005, 17(11): 1529-1541.

(5) M.-L. Zhang, Z.-H. Zhou. ML-kNN: A lazy learning approach to multi-label learning. Pattern Recognition, 2007, 40(7): 2038-2048.

(6) X. Geng, Z.-H. Zhou, K. Smith-Miles. Automatic age estimation based on facial aging patterns. IEEE Trans. Pattern Analysis and Machine Intelligence, 2007, 29(12): 2234-2240.

(7) X.-Y. Liu, J. Wu, Z.-H. Zhou. Exploratory undersampling for class-imbalance learning. IEEE Trans. Systems, Man and Cybernetics – Part B, 2009, 39(2): 539-550.

(8) Z.-H. Zhou, M.-L. Zhang, S.-J. Huang, Y.-F. Li. Multi-instance multi-label learning. Artificial Intelligence, 2012, 176(1): 2291-2320.

(9) F. T. Liu, K. M. Ting, and Z.-H. Zhou. Isolation-based anomaly detection. ACM Trans. Knowledge Discovery from Data, 2012, 6(1): Article 3.

(10) W. Gao and Z.-H. Zhou. On the doubt about margin explanation of boosting. Artificial Intelligence, 2013, 203: 1-18.