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A novel logistic regression model combining semi-supervised learning and active learning for disease classification

Traditional supervised learning classifier needs a lot of labeled samples to achieve good performance, however in many biological datasets there is only a small size of labeled samples and the remaining samples are unlabeled. Labeling these unlabeled samples manually is difficult or expensive. Techn...

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Detalhes bibliográficos
Publicado no:Sci Rep
Main Authors: Chai, Hua, Liang, Yong, Wang, Sai, Shen, Hai-wei
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group UK 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6115447/
https://ncbi.nlm.nih.gov/pubmed/30158596
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-018-31395-5
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