Time (h) | Classes | Performance rate of LDA (%) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Train and Validate | Test | ||||||||||
ACC | SEN | SPEC | PREC | MCC | ACC | SEN | SPEC | PREC | MCC | ||
24 | A549 | 90.86 | 98.41 | 98.93 | 98.41 | 0.91 | 96.89 | 98.61 | 98.88 | 98.44 | 0.94 |
Calu3 | 94.84 | 94.38 | 95.50 | 98.52 | 0.75 | 95.15 | 95.26 | 96.18 | 97.52 | 0.74 | |
MCF7 | 94.32 | 94.92 | 95.50 | 88.89 | 0.80 | 95.01 | 94.72 | 96.30 | 90.32 | 0.82 | |
WI38VA13 | 94.73 | 93.20 | 95.72 | 92.86 | 0.89 | 95.56 | 94.50 | 94.53 | 92.99 | 0.89 | |
DMEM | 93.25 | 93.33 | 95.18 | 87.69 | 0.75 | 92.96 | 92.63 | 95.75 | 93.17 | 0.78 | |
EMEM | 90.22 | 92.25 | 91.33 | 84.39 | 0.70 | 90.96 | 89.84 | 95.65 | 83.01 | 0.67 | |
48 | A549 | 94.89 | 98.45 | 98.94 | 98.50 | 0.98 | 96.90 | 99.47 | 99.87 | 98.51 | 0.98 |
Calu3 | 92.99 | 98.21 | 95.81 | 98.64 | 0.78 | 96.75 | 94.18 | 98.17 | 97.88 | 0.82 | |
MCF7 | 95.32 | 96.86 | 95.78 | 90.38 | 0.85 | 96.51 | 91.30 | 97.64 | 95.45 | 0.90 | |
WI38VA13 | 95.32 | 96.30 | 96.07 | 94.11 | 0.88 | 95.90 | 96.51 | 95.20 | 94.14 | 0.92 | |
DMEM | 93.65 | 80.00 | 55.58 | 92.86 | 0.50 | 93.89 | 50.00 | 93.00 | 97.13 | 0.53 | |
EMEM | 94.11 | 91.38 | 92.38 | 89.74 | 0.45 | 94.09 | 93.10 | 97.36 | 90.19 | 0.86 | |
72 | A549 | 94.91 | 98.62 | 98.97 | 98.50 | 0.98 | 96.92 | 99.54 | 99.89 | 98.63 | 0.96 |
Calu3 | 94.04 | 98.67 | 94.52 | 98.34 | 0.86 | 97.41 | 95.33 | 98.04 | 97.71 | 0.85 | |
MCF7 | 95.95 | 96.98 | 96.00 | 92.32 | 0.92 | 97.12 | 92.91 | 97.76 | 95.71 | 0.95 | |
WI38VA13 | 95.59 | 97.05 | 96.57 | 94.23 | 0.93 | 96.34 | 96.54 | 97.30 | 94.70 | 0.88 | |
DMEM | 93.52 | 83.08 | 96.00 | 94.30 | 0.65 | 93.68 | 52.31 | 93.21 | 97.25 | 0.71 | |
EMEM | 94.44 | 88.89 | 94.80 | 73.85 | 0.52 | 91.85 | 88.89 | 95.21 | 90.75 | 0.37 |