Table 4.
Evaluation of short-reads classification at genus level | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Dataset | Algorithm | k | Accuracy | Precision | Recall | F1 | ||||
mean % | std | mean % | std | mean % | std | mean % | std | |||
AMP | CNN | 3 | 51.01 | 0.005 | 51.40 | 0.005 | 50.90 | 0.005 | 50.84 | 0.015 |
4 | 77.69 | 0.004 | 77.91 | 0.005 | 77.69 | 0.005 | 77.57 | 0.014 | ||
5 | 88.13 | 0.005 | 88.38 | 0.005 | 88.07 | 0.006 | 88.98 | 0.014 | ||
6 | 90.92 | 0.005 | 91.14 | 0.005 | 90.91 | 0.005 | 90.82 | 0.009 | ||
7 | 91.33 | 0.004 | 91.57 | 0.004 | 91.32 | 0.004 | 91.18 | 0.015 | ||
DBN | 3 | 56.69 | 0.013 | 57.88 | 0.011 | 56.62 | 0.013 | 55.56 | 0.013 | |
4 | 85.10 | 0.004 | 85.47 | 0.005 | 85.08 | 0.004 | 84.53 | 0.008 | ||
5 | 89.82 | 0.003 | 90.12 | 0.004 | 89.82 | 0.003 | 89.63 | 0.004 | ||
6 | 90.55 | 0.005 | 90.73 | 0.005 | 90.53 | 0.005 | 90.45 | 0.005 | ||
7 | 91.37 | 0.005 | 91.62 | 0.005 | 91.37 | 0.005 | 91.26 | 0.005 | ||
RDP | - | 83.84 | 0.007 | 84.42 | 0.007 | 83.57 | 0.007 | 83.65 | 0.007 | |
SG | CNN | 3 | 17.02 | 0.018 | 17.32 | 0.013 | 16.53 | 0.015 | 16.69 | 0.006 |
4 | 32.98 | 0.015 | 33.42 | 0.012 | 32.59 | 0.013 | 32.65 | 0.005 | ||
5 | 59.80 | 0.015 | 60.34 | 0.014 | 59.41 | 0.015 | 59.31 | 0.005 | ||
6 | 80.77 | 0.009 | 81.10 | 0.010 | 80.41 | 0.009 | 80.33 | 0.005 | ||
7 | 85.50 | 0.014 | 85.70 | 0.014 | 85.20 | 0.014 | 85.11 | 0.005 | ||
DBN | 3 | 17.75 | 0.009 | 19.80 | 0.010 | 17.50 | 0.009 | 16.32 | 0.010 | |
4 | 54.11 | 0.007 | 55.62 | 0.007 | 53.67 | 0.007 | 53.17 | 0.007 | ||
5 | 71.44 | 0.007 | 72.45 | 0.009 | 71.07 | 0.007 | 70.99 | 0.008 | ||
6 | 77.85 | 0.007 | 78.36 | 0.008 | 77.53 | 0.008 | 77.47 | 0.008 | ||
7 | 81.27 | 0.002 | 81.87 | 0.004 | 80.92 | 0.003 | 80.94 | 0.002 | ||
RDP | - | 80.38 | 0.009 | 80.83 | 0.008 | 80.18 | 0.008 | 80.09 | 0.009 |