Skip to main content
. 2018 Apr 2;18:362. doi: 10.1186/s12885-018-4235-7

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