2026 Zhi-Hua Zhou: Computer Science Researcher – H-Index, Publications & Awards

Discipline name	D-Index	World Ranking	Current World Ranking	National Ranking	Current National Ranking	Publications	Citations
Computer Science	123	125	120	15	13	652	86943

Research.com Recognitions

2026 - Research.com Computer Science in China Leader Award
2025 - Research.com Computer Science in China Leader Award
2023 - Research.com Computer Science in China Leader Award
2022 - Research.com Computer Science in China Leader Award
2019 - Edward J. McCluskey Technical Achievement Award, IEEE Computer Society For contributions to machine learning and data mining.
2017 - Member of Academia Europaea
2016 - Fellow of the American Association for the Advancement of Science (AAAS)
2016 - Fellow of the Association for the Advancement of Artificial Intelligence (AAAI) For significant contributions to ensemble methods and learning from multi-labeled and partially-labeled data.
2016 - ACM Fellow For contributions to machine learning and data mining.
2013 - IEEE Fellow For contributions to learning systems in data mining and pattern recognition
2013 - ACM Distinguished Member
2011 - ACM Senior Member

Overview

Zhi-Hua Zhou is affiliated with Nanjing University in China. Their research spans primarily the field of Computer Science, with a focus on Artificial Intelligence, Management Science and Operations Research, Computer Vision and Pattern Recognition, Electrical and Electronic Engineering, and Signal Processing.

The scientist's recent publications include:

"Multi-Label Learning by Exploiting Label Correlations Locally" (2021) in Proceedings of the AAAI Conference on Artificial Intelligence
"Reducing the uncertainty in estimating soil microbial-derived carbon storage" (2024) in Proceedings of the National Academy of Sciences
"Learning With Interpretable Structure From Gated RNN" (2020) in IEEE Transactions on Neural Networks and Learning Systems
"Towards Discovering What Patterns Trigger What Labels" (2021) in Proceedings of the AAAI Conference on Artificial Intelligence
"Prediction With Unpredictable Feature Evolution" (2021) in IEEE Transactions on Neural Networks and Learning Systems

Frequent co-authors of Zhi-Hua Zhou include:

Peng Zhao
Yuan Jiang
Shao-Qun Zhang
Chao Qian
Bojian Hou

Zhi-Hua Zhou publishes regularly in venues such as:

arXiv (Cornell University)
Proceedings of the AAAI Conference on Artificial Intelligence
IEEE Transactions on Knowledge and Data Engineering
Artificial Intelligence
IEEE Transactions on Neural Networks and Learning Systems

The scientist has contributed to book publications with Springer Science+Business Media, including two editions titled "Advances in Knowledge Discovery and Data Mining" published in 2022.

Their main research topics cover:

Machine Learning and Data Classification
Data Stream Mining Techniques
Machine Learning and Algorithms
Advanced Bandit Algorithms Research
Neural Networks and Applications
Face and Expression Recognition
Anomaly Detection Techniques and Applications

Zhi-Hua Zhou has received multiple recognitions such as the Edward J. McCluskey Technical Achievement Award from IEEE Computer Society in 2019 for contributions to machine learning and data mining. They are a Member of Academia Europaea since 2017 and a Fellow of the American Association for the Advancement of Science (AAAS), the Association for the Advancement of Artificial Intelligence (AAAI), IEEE, and the ACM. The ACM fellowship was awarded in 2016 specifically for work in machine learning and data mining, and the AAAI fellowship recognizes contributions to ensemble methods as well as learning from multi-labeled and partially-labeled data. They also hold the titles of ACM Distinguished Member and ACM Senior Member.

Best Publications

Top 10 algorithms in data mining

Xindong Wu;Vipin Kumar;J. Ross Quinlan;Joydeep Ghosh

7500
Citations
Isolation Forest

F.T. Liu;Kai Ming Ting;Zhi-Hua Zhou

5708
Citations
ML-KNN: A lazy learning approach to multi-label learning

Min-Ling Zhang;Zhi-Hua Zhou

4155
Citations
A Review On Multi-Label Learning Algorithms

Min-Ling Zhang;Zhi-Hua Zhou

3540
Citations
Exploratory Undersampling for Class-Imbalance Learning

Xu-Ying Liu;Jianxin Wu;Zhi-Hua Zhou

2943
Citations
Ensemble Methods: Foundations and Algorithms

Zhi-Hua Zhou

2942
Citations
Ensembling neural networks: many could be better than all

Zhi-Hua Zhou;Jianxin Wu;Wei Tang

2693
Citations
Exploratory Under-Sampling for Class-Imbalance Learning

Xu-Ying Liu;Jianxin Wu;Zhi-Hua Zhou

2141
Citations
Isolation-Based Anomaly Detection

Fei Tony Liu;Kai Ming Ting;Zhi-Hua Zhou

2075
Citations
A brief introduction to weakly supervised learning

Zhi-Hua Zhou

1846
Citations
Training cost-sensitive neural networks with methods addressing the class imbalance problem

Zhi-Hua Zhou;Xu-Ying Liu

1601
Citations
Understanding bag-of-words model: A statistical framework

Yin Zhang;Rong Jin;Zhi Hua Zhou

1566
Citations
Multilabel Neural Networks with Applications to Functional Genomics and Text Categorization

Min-Ling Zhang;Zhi-Hua Zhou

1523
Citations
Tri-training: exploiting unlabeled data using three classifiers

Zhi-Hua Zhou;Ming Li

1483
Citations
Automatic Age Estimation Based on Facial Aging Patterns

Xin Geng;Zhi-Hua Zhou;K. Smith-Miles

1247
Citations
Face recognition from a single image per person: A survey

Xiaoyang Tan;Songcan Chen;Zhi-Hua Zhou;Fuyan Zhang

989
Citations
Deep forest: towards an alternative to deep neural networks

Zhi-Hua Zhou;Ji Feng

887
Citations
Letters: (2D)2PCA: Two-directional two-dimensional PCA for efficient face representation and recognition

Daoqiang Zhang;Zhi-Hua Zhou

775
Citations
Facial Age Estimation by Learning from Label Distributions

Xin Geng;Chao Yin;Zhi-Hua Zhou

678
Citations
A k-nearest neighbor based algorithm for multi-label classification

Min-Ling Zhang;Zhi-Hua Zhou

664
Citations
Multi-Instance Multi-Label Learning with Application to Scene Classification

Zhi-hua Zhou;Min-ling Zhang

637
Citations

Frequent Co-Authors

Yang Yu Nanjing University

Rong Jin Alibaba Group (China)

Songcan Chen Nanjing University of Aeronautics and Astronautics

Min-Ling Zhang Southeast University

Jianxin Wu Nanjing University

Tianbao Yang Texas A&M University

Kai Ming Ting Nanjing University

Xin Geng Southeast University

Daoqiang Zhang Nanjing University of Aeronautics and Astronautics

Xiu-Shen Wei Southeast University

External Links

Wikipedia of Zhi-Hua Zhou Personal website of Zhi-Hua Zhou Google Scholar page

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