Table 4.
The average importance and SD for each feature for the MLP and SVM models and the balanced data sets.
| Data sets and features | MLPa, mean (SD) | SVMb, mean (SD) | ||
| RT-PCRc balanced | ||||
|
|
Gender | 0.236 (0.013) | 0.230 (0.013) | |
|
|
Health professional | 0.048 (0.005) | 0.042 (0.005) | |
|
|
Fever | 0.262 (0.013) | 0.257 (0.013) | |
|
|
Sore throat | 0.103 (0.006) | 0.098 (0.006) | |
|
|
Dyspnea | 0.096 (0.007) | 0.088 (0.007) | |
|
|
Olfactory disorders | 0.027 (0.004) | 0.015 (0.004) | |
|
|
Cough | 0.084 (0.008) | 0.078 (0.007) | |
|
|
Coryza | 0.025 (0.004) | 0.013 (0.004) | |
|
|
Taste disorders | 0.031 (0.004) | 0.020 (0.004) | |
|
|
Headache | 0.023 (0.003) | 0.002 (0.003) | |
| Rapid balanced | ||||
|
|
Gender | 0.120 (0.009) | 0.117 (0.010) | |
|
|
Health professional | 0.033 (0.006) | 0.029 (0.005) | |
|
|
Fever | 0.115 (0.010) | 0.105 (0.011) | |
|
|
Sore throat | 0.012 (0.005) | 0.023 (0.004) | |
|
|
Dyspnea | 0.177 (0.013) | 0.177 (0.014) | |
|
|
Olfactory disorders | 0.157 (0.012) | 0.149 (0.012) | |
|
|
Cough | 0.082 (0.009) | 0.076 (0.008) | |
|
|
Coryza | 0.064 (0.006) | 0.058 (0.006) | |
|
|
Taste disorders | 0.072 (0.007) | 0.055 (0.006) | |
|
|
Headache | 0.036 (0.006) | 0.028 (0.005) | |
| Both balanced | ||||
|
|
Gender | 0.161 (0.007) | 0.154 (0.007) | |
|
|
Health professional | 0.025 (0.004) | 0.024 (0.004) | |
|
|
Fever | 0.207 (0.010) | 0.193 (0.009) | |
|
|
Sore throat | 0.084 (0.005) | 0.075 (0.005) | |
|
|
Dyspnea | 0.078 (0.006) | 0.088 (0.006) | |
|
|
Olfactory disorders | 0.055 (0.006) | 0.049 (0.005) | |
|
|
Cough | 0.062 (0.005) | 0.071 (0.005) | |
|
|
Coryza | 0.035 (0.003) | 0.046 (0.003) | |
|
|
Taste disorders | 0.071 (0.006) | 0.068 (0.005) | |
|
|
Headache | 0.051 (0.005) | 0.045 (0.005) | |
aMLP: multilayer perceptron.
bSVM: support vector machine.
cRT-PCR: reverse transcription polymerase chain reaction.