Comparative investigation of bagging enhanced machine learning for early detection of HCV infections using class imbalance technique with feature selection - Tusher, Ekramul Haque; Ismail, Mohd Arfian; Akib, Abdullah; Gabralla, Lubna A.; Ibrahim, Ashraf Osman; Som, Hafizan Mat; Remli, Muhammad Akmal (PloS one, 2025)
Keywords: Accuracy; Adult; Algorithms; Area Under Curve; Bagging; Bayes Theorem; Biology and life sciences; Care and treatment; Classification; Computer and Information Sciences; Control; Data mining; Data science; Datasets; Decision making; Decision Trees; Diagnosis; Disease; Early Diagnosis; Engineering and Technology; Ensemble learning; Feature selection; Female; Hepacivirus; Hepatitis C; Hepatitis C - diagnosis; Hepatitis C virus; Humans; Identification and classification; Infections; Learning algorithms; Liver cancer; Liver cirrhosis; Machine Learning; Male; Mean; Medical diagnosis; Medical research; Medicine and health sciences; Middle Aged; Oversampling; Physical Sciences; Recall; Research and Analysis Methods; Risk factors; Standard deviation; Support Vector Machine; Support vector machines; Variance analysis; Malaysia