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Mel frequency cepstral coefficient and its applications: A review
Feature extraction and representation has significant impact on the performance of any
machine learning method. Mel Frequency Cepstrum Coefficient (MFCC) is designed to …
machine learning method. Mel Frequency Cepstrum Coefficient (MFCC) is designed to …
[HTML][HTML] Deep learning methods for heart sounds classification: A systematic review
The automated classification of heart sounds plays a significant role in the diagnosis of
cardiovascular diseases (CVDs). With the recent introduction of medical big data and …
cardiovascular diseases (CVDs). With the recent introduction of medical big data and …
Artificial intelligence framework for heart disease classification from audio signals
As cardiovascular disorders are prevalent, there is a growing demand for reliable and
precise diagnostic methods within this domain. Audio signal-based heart disease detection …
precise diagnostic methods within this domain. Audio signal-based heart disease detection …
Heart sound classification based on log Mel-frequency spectral coefficients features and convolutional neural networks
H Kui, J Pan, R Zong, H Yang, W Wang - Biomedical Signal Processing …, 2021 - Elsevier
In view of the important role of heart sound signals in diagnosing and preventing congenital
heart disease, a novel method about feature extraction and classification of heart sound …
heart disease, a novel method about feature extraction and classification of heart sound …
A review of computer‐aided heart sound detection techniques
S Li, F Li, S Tang, W **ong - BioMed research international, 2020 - Wiley Online Library
Cardiovascular diseases have become one of the most prevalent threats to human health
throughout the world. As a noninvasive assistant diagnostic tool, the heart sound detection …
throughout the world. As a noninvasive assistant diagnostic tool, the heart sound detection …
An optimal approach for heart sound classification using grid search in hyperparameter optimization of machine learning
Heart-sound auscultation is one of the most widely used approaches for detecting
cardiovascular disorders. Diagnosing abnormalities of heart sound using a stethoscope …
cardiovascular disorders. Diagnosing abnormalities of heart sound using a stethoscope …
A multi-variate heart disease optimization and recognition framework
Cardiovascular diseases (CVD) are the most widely spread diseases all over the world
among the common chronic diseases. CVD represents one of the main causes of morbidity …
among the common chronic diseases. CVD represents one of the main causes of morbidity …
Classification of heart sounds based on quality assessment and wavelet scattering transform
N Mei, H Wang, Y Zhang, F Liu, X Jiang… - Computers in biology and …, 2021 - Elsevier
Automatic classification of heart sound plays an important role in the diagnosis of
cardiovascular diseases. In this study, a heart sound sample classification method based on …
cardiovascular diseases. In this study, a heart sound sample classification method based on …
Heart sound classification based on improved mel-frequency spectral coefficients and deep residual learning
F Li, Z Zhang, L Wang, W Liu - Frontiers in Physiology, 2022 - frontiersin.org
Heart sound classification plays a critical role in the early diagnosis of cardiovascular
diseases. Although there have been many advances in heart sound classification in the last …
diseases. Although there have been many advances in heart sound classification in the last …
A fusion framework based on multi-domain features and deep learning features of phonocardiogram for coronary artery disease detection
H Li, X Wang, C Liu, Q Zeng, Y Zheng, X Chu… - Computers in biology …, 2020 - Elsevier
Phonocardiogram (PCG) signals reflect the mechanical activity of the heart. Previous studies
have reported that PCG signals contain heart murmurs caused by coronary artery disease …
have reported that PCG signals contain heart murmurs caused by coronary artery disease …