Deep learning and machine learning-based voice analysis for the detection of COVID-19: A proposal and comparison of architectures.
Knowl Based Syst
; 253: 109539, 2022 Oct 11.
Article
en En
| MEDLINE
| ID: mdl-35915642
1E, Vowel /e/ vocal task; 2S, Sentence vocal task; 3C, Cough vocal task; Adaboost; CFS, Correlation-based Feature Selection; CNN, Convolutional Neural Network; COVID-19; Classification; DL, Deep Learning; Deep learning; H, Healthy control subjects; MFCC, Mel-frequency Cepstral Coefficients; ML, Machine Learning; NS, Nasal Swab; P, Positive subjects; PCR, Polymerase Chain Reaction-based molecular swabs; PvsH, Positive versus Healthy subjects comparison; R, Recovered subjects; RF, Random Forest; ROC, Receiver-Operating Curve; ReLu, Rectified Linear Unit; RvsH, Recovered versus Healthy subjects comparison; SVM, Support Vector Machine; Speech processing
Texto completo:
1
Colección:
01-internacional
Banco de datos:
MEDLINE
Tipo de estudio:
Diagnostic_studies
Idioma:
En
Revista:
Knowl Based Syst
Año:
2022
Tipo del documento:
Article
País de afiliación:
Italia