Classification of heart sounds using softmax regression and convolutional neural network

JX Low, KW Choo - Proceedings of the 2018 International Conference …, 2018 - dl.acm.org
This research explores a new approach in using deep learning neural network for heart
sound classification. The Michigan heart sound and murmur database (MHSDB) provided by …

Classification of heart sounds using convolutional neural network

F Li, H Tang, S Shang, K Mathiak, F Cong - Applied Sciences, 2020 - mdpi.com
Featured Application Combining of multi-features extracted manually and convolutional
neural network classifier for automatic heart sounds classification. Abstract Heart sounds …

[PDF][PDF] Automatic classification of periodic heart sounds using convolutional neural network

JX Low, KW Choo - World Academy Science Engineering and …, 2018 - researchgate.net
This paper presents an automatic normal and abnormal heart sound classification model
developed based on deep learning algorithm. MITHSDB heart sounds datasets obtained …

Heart sound recognition technology based on convolutional neural network

X Huai, S Kitada, D Choi, P Siriaraya… - Informatics for Health …, 2021 - Taylor & Francis
The mortality rate of heart disease continues to rise each year: developing mechanisms to
reduce mortality from heart disease is a top concern in today's society. Heart sound …

Heart sound classification using deep learning techniques based on log-mel spectrogram

MT Nguyen, WW Lin, JH Huang - Circuits, Systems, and Signal …, 2023 - Springer
In this study, two models for classifying heart rate sounds are proposed to classify heart
sound by deep learning techniques based on the log-mel spectrogram of heart sound …

Classification of Heart Sounds Using Multi-Branch Deep Convolutional Network and LSTM-CNN

SA Latifi, H Ghassemian, M Imani - arXiv preprint arXiv:2407.10689, 2024 - arxiv.org
This paper presents a fast and cost-effective method for diagnosing cardiac abnormalities
with high accuracy and reliability using low-cost systems in clinics. The primary limitation of …

Towards the classification of heart sounds based on convolutional deep neural network

F Demir, A Şengür, V Bajaj, K Polat - Health information science and …, 2019 - Springer
Background and objective Heart sound contains various important quantities that help early
detection of heart diseases. Many methods have been proposed so far where various signal …

Deep learning based classification of heart diseases from heart sounds

A Naveen, PST Reddy… - International Journal of …, 2021 - journal.ijresm.com
Heart problems have become one of the prevalent impacts on human health. Heart sound
identification techniques play an essential role in predicting heart attacks as a non-invasive …

Accurate classification of heart sound signals for cardiovascular disease diagnosis by wavelet analysis and convolutional neural network: preliminary results

AEF Malik, S Barin, ME Yüksel - 2020 28th Signal Processing …, 2020 - ieeexplore.ieee.org
Heart sound (HS) signals contain valuable diagnostic information for detection of heart
abnormalities. The early detection of heart abnormalities plays an important role in reducing …

Classification of heart sounds based on convolutional neural network

T Li, C Qing, X Tian - Internet Multimedia Computing and Service: 9th …, 2018 - Springer
In this paper, we present a new method to categorize the heart sound signals into Normal,
Murmur, Extra Heart Sound and Artifact with Convolutional Neural Network (CNN) model …