Efficient prediction of cardiovascular disease using machine learning algorithms with relief and LASSO feature selection techniques

P Ghosh, S Azam, M Jonkman, A Karim… - IEEE …, 2021 - ieeexplore.ieee.org
Cardiovascular diseases (CVD) are among the most common serious illnesses affecting
human health. CVDs may be prevented or mitigated by early diagnosis, and this may reduce …

Recent advances in heart sound analysis

GD Clifford, C Liu, BE Moody, JM Roig… - Physiological …, 2017 - vbn.aau.dk
Heart sounds have been widely studied and have been demonstrated to have value for
detecting pathologies in clinical applications. Over the last few decades, the use of heart …

Automated diagnosis of coronary artery disease: a review and workflow

Q Mastoi, TY Wah, R Gopal Raj… - Cardiology research and …, 2018 - Wiley Online Library
Coronary artery disease (CAD) is the most dangerous heart disease which may lead to
sudden cardiac death. However, CAD diagnoses are quite expensive and time‐consuming …

Heart sounds classification using a novel 1-D convolutional neural network with extremely low parameter consumption

B Xiao, Y Xu, X Bi, J Zhang, X Ma - Neurocomputing, 2020 - Elsevier
Automatic heart sound auscultation is one of the common used techniques for
cardiovascular diseases detection. In this paper, a novel heart sound classification method …

A robust deep learning framework based on spectrograms for heart sound classification

J Chen, Z Guo, X Xu, L Zhang, Y Teng… - IEEE/ACM …, 2023 - ieeexplore.ieee.org
Heart sound analysis plays an important role in early detecting heart disease. However,
manual detection requires doctors with extensive clinical experience, which increases …

Heart sounds classification using convolutional neural network with 1D-local binary pattern and 1D-local ternary pattern features

MB Er - Applied Acoustics, 2021 - Elsevier
Cardiovascular diseases are one of those diseases which should be considered to be
serious health threats for humans since today it is seen that majority of deaths are caused by …

[PDF][PDF] Artificial Intelligence in Medicine: Real Time Electronic Stethoscope for Heart Diseases Detection.

B Omarov, N Saparkhojayev… - … , Materials & Continua, 2022 - academia.edu
Diseases of the cardiovascular system are one of the major causes of death worldwide.
These diseases could be quickly detected by changes in the sound created by the action of …

Novel PCG analysis method for discriminating between abnormal and normal heart sounds

O El Badlaoui, A Benba, A Hammouch - Irbm, 2020 - Elsevier
A novel approach for separation among normal and heart murmurs sounds based on
Phonocardiogram (PCG) analysis is introduced in this paper. The purpose of this work is to …

Machine learning based heart disease diagnosis using non-invasive methods: A review

N Kumar, D Kumar - Journal of Physics: Conference Series, 2021 - iopscience.iop.org
Heart disease is the most dangerous disease among all the non-communicable diseases.
Annually 17900 thousand of peoples die due to heart problems. Cardiovascular disease …

Non-invasive detection of coronary artery disease from photoplethysmograph using lumped parameter modelling

A Dash, K Jain, N Ghosh, A Patra - Biomedical Signal Processing and …, 2022 - Elsevier
Coronary artery disease (CAD) is one of the fatal diseases among various cardiovascular
diseases (CVDs). Early diagnosis of this cardiac condition is the need of the hour for saving …