Integration of cluster analysis and granular computing for imbalanced data classification: A case study on prostate cancer prognosis in Taiwan

Author:

Kuo R.J.1,Lin L.2,Zulvia F.E.1,Lin C.C.3

Affiliation:

1. Department of Industrial Management, National Taiwan University of Science and Technology, Taipei, Taiwan

2. Gemtek Technology Co., Ltd., Zhonghe District, New Taipei City, Taiwan

3. Department of Surgery and Department of Urology, School of Medicine, National Yang-Ming University, Taipei, Taiwan

Publisher

IOS Press

Subject

Artificial Intelligence,General Engineering,Statistics and Probability

Reference40 articles.

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2. SMOTE: Synthetic minority over-sampling technique;Chawla;Journal of Artificial Intelligence Research,2002

3. Neuro-fuzzy classification of prostate cancer using NEFCLASS-J;Keles;Computers in Biology and Medicine,2007

4. High grade prostatic intraepithelial neoplasia (HGPIN) and prostatic adenocarcinoma between the ages of 20-69: An autopsy study of 249 cases;Sakr;In Vivo,1993

5. Progress of molecular targeted therapies for prostate cancers;Fu;Biochimica et Biophysica Acta (BBA) - Reviews on Cancer,2012

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. An LVQ clustering algorithm based on neighborhood granules;Journal of Intelligent & Fuzzy Systems;2022-09-22

2. Integrating cluster analysis with granular computing for imbalanced data classification problem – A case study on prostate cancer prognosis;Computers & Industrial Engineering;2018-11

3. Combating the class imbalance problem in sparse representation learning;Journal of Intelligent & Fuzzy Systems;2018-08-26

4. Order based hierarchies on hesitant fuzzy approximation space;International Journal of Machine Learning and Cybernetics;2018-05-17

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