Table 10 Performance rate of Support Vector Machine classifier
Time (h) | Classes | Performance rate of SVM (%) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Train and Validate | Test | ||||||||||
ACC | SEN | SPEC | PREC | MCC | ACC | SEN | SPEC | PREC | MCC | ||
24 | A549 | 99.69 | 99.24 | 99.93 | 99.67 | 0.98 | 99.86 | 99.65 | 99.96 | 99.82 | 0.98 |
Calu3 | 99.93 | 99.81 | 99.92 | 99.89 | 0.98 | 99.84 | 99.87 | 99.72 | 99.76 | 0.98 | |
MCF7 | 99.98 | 99.87 | 99.97 | 99.92 | 0.96 | 99.94 | 99.95 | 99.98 | 99.89 | 0.98 | |
WI38VA13 | 99.72 | 99.80 | 99.72 | 99.84 | 0.97 | 99.71 | 99.82 | 99.83 | 99.87 | 0.97 | |
DMEM | 99.46 | 96.77 | 99.65 | 98.32 | 0.94 | 99.85 | 96.99 | 99.69 | 98.75 | 0.96 | |
EMEM | 99.86 | 100.00 | 99.85 | 97.75 | 0.97 | 96.38 | 96.19 | 97.83 | 91.64 | 0.87 | |
48 | A549 | 99.82 | 99.72 | 99.94 | 99.30 | 0.97 | 99.97 | 99.79 | 99.97 | 99.76 | 0.97 |
Calu3 | 99.79 | 99.70 | 100.00 | 100.00 | 0.98 | 99.47 | 99.64 | 99.88 | 99.89 | 0.98 | |
MCF7 | 99.99 | 99.45 | 100.00 | 100.00 | 0.99 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
WI38VA13 | 99.86 | 99.89 | 100.00 | 100.00 | 0.99 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
DMEM | 97.52 | 97.83 | 97.49 | 92.00 | 0.81 | 92.62 | 76.07 | 94.55 | 41.86 | 0.78 | |
EMEM | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | 99.12 | 100.00 | 99.06 | 87.88 | 0.80 | |
72 | A549 | 99.98 | 99.71 | 99.93 | 99.82 | 0.90 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 |
Calu3 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | 99.96 | 99.93 | 99.88 | 99.83 | 0.98 | |
MCF7 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
WI38VA13 | 99.64 | 80.20 | 100.00 | 100.00 | 0.89 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
DMEM | 97.52 | 88.82 | 99.86 | 96.15 | 0.71 | 95.36 | 82.31 | 100.00 | 100.00 | 0.85 | |
EMEM | 97.84 | 100.00 | 91.31 | 82.67 | 0.81 | 95.76 | 81.85 | 98.43 | 86.67 | 0.84 | |