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Zhi-Hua Zhou
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Year
Top 10 algorithms in data mining
X Wu, V Kumar, JR Quinlan, J Ghosh, Q Yang, H Motoda, GJ McLachlan, ...
Knowledge and information systems 14 (1), 1-37, 2008
70952008
Isolation forest
FT Liu, KM Ting, ZH Zhou
ICDM, 413-422, 2008
44592008
Ensemble Methods: Foundations and Algorithms
ZH Zhou
Chapman & Hall/CRC Press, 2012
35762012
ML-KNN: A lazy learning approach to multi-label learning
ML Zhang, ZH Zhou
Pattern recognition 40 (7), 2038-2048, 2007
35042007
A Review on Multi-Label Learning Algorithms
ML Zhang, ZH Zhou
IEEE Trans. Knowledge and Data Engineering 26 (8), 1819-1837, 2014
29192014
Exploratory undersampling for class-imbalance learning
XY Liu, J Wu, ZH Zhou
IEEE ICDM 2006, 2006
25862006
Ensembling neural networks: many could be better than all
ZH Zhou, J Wu, W Tang
Artificial intelligence 137 (1-2), 239-263, 2002
25762002
Isolation-based anomaly detection
FT Liu, KM Ting, ZH Zhou
ACM TKDD 6 (1), 2012
15332012
Training cost-sensitive neural networks with methods addressing the class imbalance problem
ZH Zhou, XY Liu
IEEE Trans. Knowledge and Data Engineering 18 (1), 63-77, 2006
14902006
Machine learning
ZH Zhou
Springer Nature, 2021
14862021
Multilabel neural networks with applications to functional genomics and text categorization
ML Zhang, ZH Zhou
IEEE Trans. Knowledge and Data Engineering 18 (10), 1338-1351, 2006
14292006
Tri-training: Exploiting unlabeled data using three classifiers
ZH Zhou, M Li
IEEE Trans. Knowledge and Data Engineering 17 (11), 1529-1541, 2005
14142005
A Brief Introduction to Weakly Supervised Learning
ZH Zhou
National Science Review 5 (1), 44-53, 2018
13362018
Understanding bag-of-words model: a statistical framework
Y Zhang, R Jin, ZH Zhou
International journal of machine learning and cybernetics 1, 43-52, 2010
12952010
Deep forest
ZH Zhou, J Feng
National Science Review 6 (1), 74-86, 2019
1283*2019
Automatic age estimation based on facial aging patterns
X Geng, ZH Zhou, K Smith-Miles
IEEE Trans. Pattern Analysis and Machine Intelligence 29 (12), 2234-2240, 2007
12232007
The top ten algorithms in data mining
X Wu, V Kumar
CRC press, 2009
10442009
Face recognition from a single image per person: A survey
X Tan, S Chen, ZH Zhou, F Zhang
Pattern recognition 39 (9), 1725-1745, 2006
9682006
Ensemble learning
ZH Zhou
Encyclopedia of Biometrics, 270-273, 2015
811*2015
(2D) 2PCA: Two-directional two-dimensional PCA for efficient face representation and recognition
D Zhang, ZH Zhou
Neurocomputing 69 (1-3), 224-231, 2005
7482005
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