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Wynne Hsu
Researcher at National University of Singapore
Publications - 290
Citations - 14440
Wynne Hsu is an academic researcher from National University of Singapore. The author has contributed to research in topics: Association rule learning & XML. The author has an hindex of 51, co-authored 278 publications receiving 12682 citations. Previous affiliations of Wynne Hsu include Association for Computing Machinery & Columbia University.
Papers
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Proceedings Article
Integrating classification and association rule mining
Bing Liu,Wynne Hsu,Yiming Ma +2 more
TL;DR: The integration is done by focusing on mining a special subset of association rules, called class association rules (CARs), and shows that the classifier built this way is more accurate than that produced by the state-of-the-art classification system C4.5.
Journal ArticleDOI
Development and Validation of a Deep Learning System for Diabetic Retinopathy and Related Eye Diseases Using Retinal Images From Multiethnic Populations With Diabetes.
Daniel Shu Wei Ting,Daniel Shu Wei Ting,Carol Y. Cheung,Carol Y. Cheung,Gilbert Lim,Gavin Tan,Gavin Tan,Nguyen Duc Quang,Alfred Tau Liang Gan,Haslina Hamzah,Renata Garcia-Franco,Ian Yew San Yeo,Ian Yew San Yeo,Shu Yen Lee,Shu Yen Lee,Edmund Yick Mun Wong,Edmund Yick Mun Wong,Charumathi Sabanayagam,Charumathi Sabanayagam,Mani Baskaran,Mani Baskaran,Farah Nur Ilyana Mohd Ibrahim,Ngiap Chuan Tan,Ngiap Chuan Tan,Eric A. Finkelstein,Ecosse L. Lamoureux,Ecosse L. Lamoureux,Ian Y. H. Wong,Neil M. Bressler,Sobha Sivaprasad,Rohit Varma,Jost B. Jonas,Mingguang He,Ching-Yu Cheng,Ching-Yu Cheng,Gemmy Cheung,Gemmy Cheung,Tin Aung,Tin Aung,Wynne Hsu,Mong Li Lee,Tien Yin Wong,Tien Yin Wong +42 more
TL;DR: In this evaluation of retinal images from multiethnic cohorts of patients with diabetes, the DLS had high sensitivity and specificity for identifying diabetic retinopathy and related eye diseases.
Proceedings ArticleDOI
Mining association rules with multiple minimum supports
Bing Liu,Wynne Hsu,Yiming Ma +2 more
TL;DR: This paper proposes a novel technique that allows the user to specify multiple minimum supports to reflect the natures of the items and their varied frequencies in the database and shows that the technique is very effective.
Proceedings ArticleDOI
Pruning and summarizing the discovered associations
Bing Liu,Wynne Hsu,Yiming Ma +2 more
TL;DR: The technique first prunes the discovered associations to remove those insignificant associations, and then finds a special subset of the unpruned associations to form a summary of the discovered association rules, which are then called the direction setting rules.
Proceedings ArticleDOI
A prime number labeling scheme for dynamic ordered XML trees
X. Wu,Mong Li Lee,Wynne Hsu +2 more
TL;DR: This work proposes a new labeling scheme that take advantage of the unique property of prime numbers to meet the need for efficient support to order-sensitive queries and updates of XML queries.