F-measure(F1) | NN | SMOTE-NN | R-SMOTE-NN | SRA-NN | ASCB_DmSMOTE-NN |
---|---|---|---|---|---|
ThoraricSurgery | 0.917 | 0.667 | 0.643 ± 0.27 | 0.642 ± 0.1 | 0.865 ± 0.04 |
Ecoli | 0.959 | 0.902 | 0.762 ± 0.18 | 0.795 ± 0.09 | 0.874 ± 0.04 |
Sick Euthyroid | 0.966 | 0.916 | 0.793 ± 0.16 | 0.787 ± 0.07 | 0.891 ± 0.05 |
Yeast_ML8 | 0.962 | 0.693 | 0.809 ± 0.15 | 0.902 ± 0.09 | 0.939 ± 0.04 |
Thyroid Sick | 0.976 | 0.915 | 0.820 ± 0.15 | 0.863 ± 0.08 | 0.821 ± 0.03 |
Arrhythmia | 0.876 | 0.878 | 0.847 ± 0.16 | 0.895 ± 0.08 | 0.952 ± 0.04 |
Mammography | 0.991 | 0.901 | 0.812 ± 0.13 | 0.726 ± 0.07 | 0.943 ± 0.03 |
F1_average | 0.949 | 0.839 | 0.784 ± 0.17 | 0.801 ± 0.09 | 0.912 ± 0.04 |