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Adaptive Swarm Balancing Algorithms for rare-event prediction in imbalanced healthcare data

Clinical data analysis and forecasting have made substantial contributions to disease control, prevention and detection. However, such data usually suffer from highly imbalanced samples in class distributions. In this paper, we aim to formulate effective methods to rebalance binary imbalanced datase...

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Опубликовано в: :PLoS One
Главные авторы: Li, Jinyan, Liu, Lian-sheng, Fong, Simon, Wong, Raymond K., Mohammed, Sabah, Fiaidhi, Jinan, Sung, Yunsick, Wong, Kelvin K. L.
Формат: Artigo
Язык:Inglês
Опубликовано: Public Library of Science 2017
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Online-ссылка:https://ncbi.nlm.nih.gov/pmc/articles/PMC5533448/
https://ncbi.nlm.nih.gov/pubmed/28753613
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0180830
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