TABLE 4. Comparison of Pneumonia Cough Diagnosis.
| Ref | Disease | Method | Dataset | Size of the data | Specificity | Sensitivity | Accuracy |
|---|---|---|---|---|---|---|---|
| [1] | Pneumonia | MFCC and LR | Cough sounds and vital signs | 16 Coughs | 75% | 94% | – |
| [32] | Pneumonia | Wavelet-based crackle detection/Morlet and Du wavelets | Cough sounds | 815 Coughs | 88% | 94% | 84% |
| [6] | Asthma and pneumonia | HMM | Cough sounds | 461 coughs from pneumonia 277 coughs from asthma | 80% | 100% | 90% |
| [24] | Pneumonia | k-NN, SVM, RF, GB and MFCC | Cough sounds and questionnaire | Lung sounds from 600 children | 80% | – | – |
| [63] | Pneumonia | MFCC and SVM | Cough sounds | 364 Coughs | 85.29% | 92.31% | – |
| [56] | Pneumonia | MFCC | Cough sounds and questionnaire | 500 Coughs | – | – | 87, 85% |