Table 8 Performance rate of K-Nearest Neighbour classifier
Time (h) | Classes | Performance rate of KNN (%) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Train and Validate | Test | ||||||||||
ACC | SEN | SPEC | PREC | MCC | ACC | SEN | SPEC | PREC | MCC | ||
24 | A549 | 99.08 | 97.67 | 99.17 | 99.50 | 0.91 | 99.47 | 97.97 | 99.20 | 99.60 | 0.91 |
Calu3 | 99.87 | 99.98 | 99.86 | 97.75 | 0.96 | 92.70 | 99.84 | 99.07 | 99.57 | 0.98 | |
MCF7 | 99.01 | 99.77 | 99.54 | 99.65 | 0.97 | 99.04 | 99.87 | 99.92 | 99.80 | 0.97 | |
WI38VA13 | 99.41 | 99.48 | 99.37 | 99.33 | 0.95 | 98.80 | 99.40 | 98.80 | 92.30 | 0.89 | |
DMEM | 99.54 | 92.47 | 97.32 | 96.35 | 0.92 | 93.80 | 87.50 | 97.38 | 96.45 | 0.94 | |
EMEM | 99.93 | 98.85 | 96.37 | 91.02 | 0.88 | 87.10 | 71.40 | 98.40 | 85.20 | 0.92 | |
48 | A549 | 99.89 | 99.01 | 99.78 | 96.39 | 0.94 | 99.00 | 99.23 | 99.81 | 96.85 | 0.95 |
Calu3 | 99.60 | 98.81 | 99.65 | 94.32 | 0.91 | 99.71 | 99.05 | 99.50 | 94.29 | 0.93 | |
MCF7 | 99.87 | 98.02 | 100.00 | 100.00 | 0.99 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
WI38VA13 | 99.86 | 97.47 | 100.00 | 95.62 | 0.95 | 99.37 | 99.59 | 99.60 | 95.36 | 0.94 | |
DMEM | 94.73 | 58.67 | 96.51 | 45.36 | 0.32 | 92.20 | 50.80 | 96.10 | 54.10 | 0.39 | |
EMEM | 94.53 | 89.02 | 97.86 | 80.98 | 0.79 | 93.70 | 97.20 | 97.00 | 89.00 | 0.72 | |
72 | A549 | 99.94 | 98.98 | 99.93 | 98.98 | 0.93 | 99.90 | 99.89 | 99.83 | 99.93 | 0.96 |
Calu3 | 99.60 | 96.41 | 98.98 | 98.79 | 0.96 | 99.75 | 99.58 | 99.55 | 95.20 | 0.95 | |
MCF7 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
WI38VA13 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | 99.80 | 99.67 | 100.00 | 100.00 | 0.97 | |
DMEM | 96.46 | 78.04 | 95.72 | 86.34 | 0.63 | 86.80 | 100.00 | 85.80 | 86.36 | 0.66 | |
EMEM | 99.60 | 100.00 | 99.58 | 94.12 | 0.91 | 94.20 | 18.50 | 100.00 | 100.00 | 0.40 | |