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Computer-Aided Lung Nodule Recognition by SVM Classifier Based on Combination of Random Undersampling and SMOTE

In lung cancer computer-aided detection/diagnosis (CAD) systems, classification of regions of interest (ROI) is often used to detect/diagnose lung nodule accurately. However, problems of unbalanced datasets often have detrimental effects on the performance of classification. In this paper, both mino...

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Detalles Bibliográficos
Autores principales: Sui, Yuan, Wei, Ying, Zhao, Dazhe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4419492/
https://www.ncbi.nlm.nih.gov/pubmed/25977704
http://dx.doi.org/10.1155/2015/368674