Arrhythmia Classification Algorithm based on SMOTE and Feature Selection

Wang Tianhao, Chen Peng, Bao Tianjiazhi, Li Jiaheng, Yu Xiaosheng

Table 6. Accuracy comparison between the proposed algorithm and other algorithms under study

Algorithm Train-test split Number of selected Features Accuracy (%) Proposed 10-fold CV 89 98.68 MLP NN 3-fold CV 88.24 Filter+Wrapper+Knn 20-fold CV 60 73.80 Filter+Wrapper+SVM 20-fold CV 148 68.80 RF+SVM 90-10 94 92.07 GA+C4.5 75-25 — 78.76