Table 9.
Performance rate of Probabilistic Neural Network classifier
Time (h) | Classes | Performance rate of PNN (%) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Train and Validate | Test | ||||||||||
ACC | SEN | SPEC | PREC | MCC | ACC | SEN | SPEC | PREC | MCC | ||
24 | A549 | 99.62 | 98.77 | 99.22 | 99.59 | 0.92 | 99.65 | 99.08 | 99.39 | 99.69 | 0.94 |
Calu3 | 99.89 | 99.98 | 99.89 | 98.05 | 0.97 | 99.87 | 99.89 | 98.70 | 98.91 | 0.96 | |
MCF7 | 99.11 | 99.80 | 99.58 | 99.69 | 0.98 | 99.04 | 99.87 | 99.92 | 99.80 | 0.97 | |
WI38VA13 | 99.50 | 99.57 | 99.43 | 99.44 | 0.94 | 99.61 | 99.62 | 99.47 | 99.49 | 0.96 | |
DMEM | 99.57 | 95.97 | 99.31 | 97.33 | 0.93 | 99.80 | 95.99 | 99.48 | 97.75 | 0.95 | |
EMEM | 99.90 | 98.93 | 96.47 | 91.02 | 0.89 | 99.93 | 97.14 | 95.14 | 91.22 | 0.89 | |
48 | A549 | 99.91 | 99.75 | 99.93 | 98.80 | 0.97 | 99.90 | 98.51 | 97.02 | 98.87 | 0.96 |
Calu3 | 99.93 | 98.93 | 99.75 | 99.86 | 0.98 | 99.94 | 98.51 | 100.00 | 100.00 | 0.99 | |
MCF7 | 99.90 | 96.43 | 99.86 | 97.59 | 0.94 | 99.95 | 97.00 | 99.92 | 98.57 | 0.95 | |
WI38VA13 | 99.90 | 98.00 | 100.00 | 100.00 | 1.00 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
DMEM | 95.24 | 94.43 | 94.93 | 96.67 | 0.92 | 91.57 | 81.03 | 95.05 | 62.47 | 0.79 | |
EMEM | 96.93 | 98.22 | 98.66 | 90.87 | 0.82 | 96.97 | 98.36 | 98.78 | 92.39 | 0.84 | |
72 | A549 | 99.93 | 100.00 | 99.93 | 98.99 | 0.97 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 |
Calu3 | 99.94 | 98.90 | 100.00 | 100.00 | 0.99 | 99.69 | 100.00 | 99.67 | 95.24 | 0.93 | |
MCF7 | 99.92 | 97.00 | 99.91 | 97.73 | 0.93 | 99.97 | 97.54 | 99.68 | 94.23 | 0.92 | |
WI38VA13 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | 100.00 | 100.00 | 100.00 | 100.00 | 1.00 | |
DMEM | 91.24 | 94.41 | 95.80 | 88.11 | 0.70 | 91.66 | 94.62 | 96.01 | 88.57 | 0.68 | |
EMEM | 97.73 | 58.53 | 98.90 | 94.82 | 0.67 | 97.99 | 58.99 | 98.97 | 95.63 | 0.69 |