Table 3.
Mean performance and standard deviations of KNE, KNU and DESKNN under different kmax values with 70-30 division.
Metrics | Methods | NON | kmax=2 | kmax=3 | kmax =4 | kmax =5 |
---|---|---|---|---|---|---|
Accuracy | KNE | 0.9640±0.0123 | 0.9880±0.0060 | 0.9926±0.0067 | 0.9976±0.0042 | 0.9981±0.0023 |
KNU | 0.9551±0.0105 | 0.9728±0.0079 | 0.9896±0.0093 | 0.9952±0.0050 | 0.9904±0.0050 | |
DESKNN | 0.9664±0.0122 | 0.9791±0.0076 | 0.9896±0.0073 | 0.9936±0.0051 | 0.9960±0.0033 | |
F1 | KNE | 0.9710±0.0093 | 0.9897±0.0055 | 0.9934±0.0059 | 0.9981±0.0033 | 0.9986±0.0018 |
KNU | 0.9639±0.0082 | 0.9769±0.0070 | 0.9911±0.0075 | 0.9961±0.0045 | 0.9920±0.0051 | |
DESKNN | 0.9723±0.0098 | 0.9814±0.0070 | 0.9915±0.0059 | 0.9948±0.0041 | 0.9968±0.0031 | |
G-mean | KNE | 0.9551±0.0165 | 0.9864±0.0061 | 0.9905±0.0080 | 0.9968±0.0035 | 0.9978±0.0027 |
KNU | 0.9442±0.0116 | 0.9693±0.0078 | 0.9892±0.0085 | 0.9957±0.0054 | 0.9921±0.0050 | |
DESKNN | 0.9625±0.0147 | 0.9793±0.0071 | 0.9865±0.0087 | 0.9924±0.0050 | 0.9951±0.0035 | |
AUC | KNE | 0.9560±0.0159 | 0.9865±0.0061 | 0.9905±0.0080 | 0.9968±0.0035 | 0.9981±0.0022 |
KNU | 0.9551±0.0114 | 0.9728±0.0078 | 0.9896±0.0085 | 0.9952±0.0049 | 0.9904±0.0063 | |
DESKNN | 0.9664±0.0145 | 0.9791±0.0070 | 0.9896±0.0081 | 0.9936±0.0046 | 0.9960±0.0032 |