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 | 7769 | 2008 |
Isolation forest FT Liu, KM Ting, ZH Zhou ICDM, 413-422, 2008 | 6142 | 2008 |
Ensemble Methods: Foundations and Algorithms ZH Zhou Chapman & Hall/CRC Press, 2012 | 4270 | 2012 |
ML-KNN: A lazy learning approach to multi-label learning ML Zhang, ZH Zhou Pattern recognition 40 (7), 2038-2048, 2007 | 3994 | 2007 |
A Review on Multi-Label Learning Algorithms ML Zhang, ZH Zhou IEEE Trans. Knowledge and Data Engineering 26 (8), 1819-1837, 2014 | 3400 | 2014 |
Exploratory undersampling for class-imbalance learning XY Liu, J Wu, ZH Zhou IEEE ICDM 2006, 2006 | 2975 | 2006 |
Ensembling neural networks: many could be better than all ZH Zhou, J Wu, W Tang Artificial intelligence 137 (1-2), 239-263, 2002 | 2705 | 2002 |
Machine learning ZH Zhou Springer nature, 2021 | 2399 | 2021 |
Isolation-based anomaly detection FT Liu, KM Ting, ZH Zhou ACM TKDD 6 (1), 2012 | 1955 | 2012 |
A Brief Introduction to Weakly Supervised Learning ZH Zhou National Science Review 5 (1), 44-53, 2018 | 1850 | 2018 |
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 | 1619 | 2006 |
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 | 1602 | 2010 |
Deep forest ZH Zhou, J Feng National Science Review 6 (1), 74-86, 2019 | 1588 | 2019 |
Tri-training: Exploiting unlabeled data using three classifiers ZH Zhou, M Li IEEE Trans. Knowledge and Data Engineering 17 (11), 1529-1541, 2005 | 1558 | 2005 |
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 | 1549 | 2006 |
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 | 1264 | 2007 |
The top ten algorithms in data mining X Wu, V Kumar CRC press, 2009 | 1115 | 2009 |
Ensemble learning ZH Zhou Encyclopedia of Biometrics, 270-273, 2015 | 1045* | 2015 |
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 | 983 | 2006 |
Active learning by querying informative and representative examples SJ Huang, R Jin, ZH Zhou NIPS, 892-900, 2010 | 809 | 2010 |