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. 2021 Jul 15;9:102327–102344. doi: 10.1109/ACCESS.2021.3097559

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%