Time (h) | Classes | Performance rate of NB (%) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Train and Validate | Test | ||||||||||
ACC | SEN | SPEC | PREC | MCC | ACC | SEN | SPEC | PREC | MCC | ||
24 | A549 | 96.87 | 97.00 | 99.32 | 99.45 | 0.97 | 99.39 | 99.27 | 99.68 | 99.47 | 0.95 |
Calu3 | 97.56 | 96.13 | 98.41 | 99.35 | 0.95 | 99.34 | 96.25 | 99.54 | 99.49 | 0.94 | |
MCF7 | 98.70 | 97.44 | 97.68 | 95.79 | 0.93 | 99.23 | 98.31 | 99.29 | 90.63 | 0.84 | |
WI38VA13 | 98.83 | 94.91 | 95.67 | 99.22 | 0.96 | 99.34 | 94.23 | 99.65 | 94.23 | 0.88 | |
DMEM | 92.86 | 61.52 | 98.09 | 70.59 | 0.38 | 97.10 | 73.68 | 98.63 | 77.78 | 0.53 | |
EMEM | 91.71 | 60.22 | 96.77 | 56.12 | 0.33 | 92.81 | 73.02 | 94.18 | 46.46 | 0.87 | |
48 | A549 | 99.93 | 97.00 | 99.92 | 98.80 | 0.98 | 99.96 | 97.35 | 99.94 | 99.93 | 0.94 |
Calu3 | 96.72 | 97.48 | 99.54 | 83.00 | 0.47 | 96.27 | 97.18 | 98.74 | 79.63 | 0.52 | |
MCF7 | 99.50 | 95.06 | 99.89 | 99.87 | 0.97 | 99.23 | 91.30 | 99.88 | 98.44 | 0.93 | |
WI38VA13 | 99.33 | 95.81 | 99.61 | 93.59 | 0.87 | 99.12 | 94.52 | 99.52 | 94.52 | 0.89 | |
DMEM | 93.72 | 84.80 | 97.11 | 64.29 | 0.74 | 93.58 | 85.52 | 98.57 | 60.91 | 0.77 | |
EMEM | 98.60 | 83.96 | 99.45 | 91.95 | 0.81 | 99.01 | 88.28 | 99.06 | 87.69 | 0.79 | |
72 | A549 | 99.93 | 97.00 | 99.92 | 98.99 | 0.98 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 |
Calu3 | 96.41 | 95.90 | 96.24 | 64.75 | 0.36 | 96.78 | 90.00 | 97.25 | 69.23 | 0.43 | |
MCF7 | 99.75 | 97.00 | 100.00 | 100.00 | 1.00 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
WI38VA13 | 99.70 | 97.00 | 99.68 | 96.19 | 0.94 | 99.78 | 97.96 | 99.88 | 97.96 | 0.96 | |
DMEM | 92.56 | 87.53 | 96.85 | 91.75 | 0.66 | 93.19 | 80.00 | 97.01 | 91.23 | 0.67 | |
EMEM | 97.25 | 90.75 | 97.51 | 73.77 | 0.59 | 98.47 | 94.44 | 98.73 | 82.26 | 0.69 |