Table 8.
Dataset 1 (229 × 229) | |||||||||
---|---|---|---|---|---|---|---|---|---|
Method | Features | ||||||||
100 | 150 | 200 | 250 | 300 | 350 | 400 | 450 | 500 | |
NB | 90.61 | 91.53 | 92.14 | 92.24 | 91.22 | 90.52 | 90.66 | 89.71 | 89.62 |
SVM | 91.18 | 91.74 | 91.36 | 92.16 | 91.49 | 91.92 | 91.82 | 90.28 | 89.12 |
DT | 95.84 | 96.51 | 97.36 | 98.94 | 97.44 | 96.62 | 97.88 | 95.72 | 95.14 |
LR | 91.56 | 91.92 | 91.98 | 92.16 | 92.14 | 91.94 | 92.1 | 90.82 | 90.24 |
RF | 97.24 | 97.54 | 98.82 | 99.02 | 98.13 | 97.76 | 96.71 | 96.19 | 95.96 |
Ensemble | 96.88 | 97.76 | 98.96 | 99.02 | 98.52 | 97.48 | 96.98 | 96.71 | 96.28 |