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Prediction of Breast Cancer from Imbalance Respect Using Cluster-Based Undersampling Method

To overcome the two-class imbalanced problem existing in the diagnosis of breast cancer, a hybrid of K-means and Boosted C5.0 (K-Boosted C5.0) is proposed which is based on undersampling. K-means is utilized to select the informative samples near the boundary. During the training phase, the K-means...

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Detalles Bibliográficos
Autores principales: Zhang, Jue, Chen, Li, Abid, Fazeel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6817921/
https://www.ncbi.nlm.nih.gov/pubmed/31737241
http://dx.doi.org/10.1155/2019/7294582