Classification of unsegmented heart sound recording using KNN classifier

SA Singh, S Majumder - Journal of Mechanics in Medicine and …, 2019 - World Scientific
Due to low physical workout, high-calorie intake, and bad behavioral character, people were
affected by cardiological disorders. Every instant, one out of four deaths are due to heart …

Short unsegmented PCG classification based on ensemble classifier

SA Singh, S Majumder - Turkish Journal of Electrical …, 2020 - journals.tubitak.gov.tr
Diseases associated with the heart are one of the main reasons of death worldwide. Hence,
early examination of the heart is important. For analysis of cardiac disorders, a study of heart …

Automated heart sound classification system from unsegmented phonocardiogram (PCG) using deep neural network

PT Krishnan, P Balasubramanian… - Physical and Engineering …, 2020 - Springer
Given the patient to doctor ratio of 50,000: 1 in low income and middle-income countries,
there is a need for automated heart sound classification system that can screen the …

PCG classification using multidomain features and SVM classifier

H Tang, Z Dai, Y Jiang, T Li… - BioMed research …, 2018 - Wiley Online Library
This paper proposes a method using multidomain features and support vector machine
(SVM) for classifying normal and abnormal heart sound recordings. The database was …

Cross-wavelet assisted convolution neural network (AlexNet) approach for phonocardiogram signals classification

P Dhar, S Dutta, V Mukherjee - Biomedical Signal Processing and Control, 2021 - Elsevier
The exponential growth of a multitude of cardiovascular diseases, leading to life frightening
conditions, makes fast and accurate computer-aided techniques that are relevant and …

Classification of phonocardiograms with convolutional neural networks

O Deperlioglu - BRAIN. Broad Research in Artificial Intelligence and …, 2018 - edusoft.ro
The diagnosis of heart diseases from heart sounds is a matter of many years. This is the
effect of having too many people with heart diseases in the world. Studies on heart sounds …

Towards classifying non-segmented heart sound records using instantaneous frequency based features

AM Alqudah - Journal of medical engineering & technology, 2019 - Taylor & Francis
Heart sound and its recorded signal which is known as phonocardiograph (PCG) are one of
the most important biosignals that can be used to diagnose cardiac diseases alongside …

Classification of segmented phonocardiograms by convolutional neural networks

O Deperlioglu - … . Broad research in artificial intelligence and …, 2019 - lumenpublishing.com
One of the first causes of human deaths in recent years in our world is heart diseases or
cardiovascular diseases. Phonocardiograms (PCG) and electrocardiograms (ECG) are …

Heart sound classification using machine learning and phonocardiogram

V Arora, R Leekha, R Singh, I Chana - Modern Physics Letters B, 2019 - World Scientific
This research pertains to classification of the heart sound using digital Phonocardiogram
(PCG) signals targeted to screen for heart ailments. In this study, an existing variant of the …

Abnormal heart sound classification using phonocardiography signals

MGM Milani, PE Abas, LC De Silva, ND Nanayakkara - Smart Health, 2021 - Elsevier
An intelligent support system is needed to assist in the identification of abnormalities of a
human heart. The integration of signal processing with machine learning techniques is a …