Z
Zhi-Hua Zhou
Researcher at Nanjing University
Publications - 633
Citations - 64307
Zhi-Hua Zhou is an academic researcher from Nanjing University. The author has contributed to research in topics: Semi-supervised learning & Artificial neural network. The author has an hindex of 102, co-authored 626 publications receiving 52850 citations. Previous affiliations of Zhi-Hua Zhou include Michigan State University & Tokyo Institute of Technology.
Papers
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Journal ArticleDOI
Multilabel Neural Networks with Applications to Functional Genomics and Text Categorization
Min-Ling Zhang,Zhi-Hua Zhou +1 more
TL;DR: Applications to two real-world multilabel learning problems, i.e., functional genomics and text categorization, show that the performance of BP-MLL is superior to that of some well-established multILabel learning algorithms.
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Tri-training: exploiting unlabeled data using three classifiers
Zhi-Hua Zhou,Ming Li +1 more
TL;DR: Experiments on UCI data sets and application to the Web page classification task indicate that tri-training can effectively exploit unlabeled data to enhance the learning performance.
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Understanding bag-of-words model: A statistical framework
Yin Zhang,Rong Jin,Zhi-Hua Zhou +2 more
TL;DR: A statistical framework which generalizes the bag-of-words representation, in which the visual words are generated by a statistical process rather than using a clustering algorithm, while the empirical performance is competitive to clustering-based method.
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Automatic Age Estimation Based on Facial Aging Patterns
TL;DR: This paper proposes an automatic age estimation method named AGES (AGing pattErn Subspace), which is to model the aging pattern, which is defined as the sequence of a particular individual's face images sorted in time order, by constructing a representative subspace.