Table 19 Comparison of the impact of the proposed framework based on HRO-GWO.
Dataset | Classifier | Percent=100 | Percent=10 | Percent=20 | |||
|---|---|---|---|---|---|---|---|
accuracy | time | accuracy | time | accuracy | time | ||
TOX\(\_\)171 | NB | 92.772 | 13588 | 93.656 | 1507 | 95.887 | 2722 |
KNN | 86.630 | 18768 | 94.477 | 2734 | 93.997 | 4445 | |
LFPF\(\_\)1 | NB | 86.910 | 9773 | 96.570 | 1465 | 95.107 | 2150 |
KNN | 80.786 | 10564 | 96.217 | 1953 | 94.150 | 2981 | |
CLL\(\_\)SUB\(\_\)111 | NB | 94.744 | 18371 | 95.184 | 1978 | 95.149 | 3776 |
KNN | 88.872 | 23577 | 96.982 | 2827 | 96.877 | 5298 | |