Table 2.
Model classification accuracy rate of two k value combinations
kvalue | number of k-mers | matrix form | model accuracy | precision rate(P) | recall rate(R) | F1score | calculating time (s/epoch) |
---|---|---|---|---|---|---|---|
1 + 3 | 68 | 17 × 4 | 0.9280 | 0.94 | 0.94 | 0.94 | 4 |
1 + 4 | 260 | 10 × 26 | 0.9600 | 0.98 | 0.98 | 0.98 | 32 |
1 + 5 | 1028 | 4 × 257 | 0.4995 | 0.50 | 0.50 | 0.36 | 43 |
2 + 3 | 80 | 8 × 10 | 0.9810 | 0.99 | 0.99 | 0.99 | 9 |
2 + 4 | 272 | 16 × 17 | 0.7838 | 0.87 | 0.86 | 0.86 | 37 |
2 + 5 | 1040 | 26 × 40 | 0.7672 | 0.91 | 0.90 | 0.90 | 180 |
3 + 4 | 320 | 16 × 20 | 0.7666 | 0.90 | 0.90 | 0.90 | 47 |
3 + 5 | 1088 | 32 × 34 | 0.7566 | 0.94 | 0.94 | 0.94 | 189 |
4 + 5 | 1280 | 32 × 40 | 0.7532 | 0.95 | 0.94 | 0.94 | 290 |