Detail publikace
Classification of Normal and Abnormal Heart Sounds for Automatic Diagnosis
MISHRA, M. SINGH, A. DUTTA, M. BURGET, R. MAŠEK, J.
Originální název
Classification of Normal and Abnormal Heart Sounds for Automatic Diagnosis
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
Body auscultation is an easy and non-invasive method for detection of diseases in human body. The conventional method is a bit time consuming and requires professionals for diagnosis. Automatic diagnosis of diseases using heart sound can be of great help in the rural areas where professional help is not available. The proposed work presents an automatic and efficient method of diagnosis and classification using heart sound. Mel Frequency Cepstral Coefficient (MFCC) features are extracted from heart sounds for diagnosis. Supervised classification method is used to separate the normal and abnormal heart sound for detection of diseases. The proposed method was tested on a comprehensive database of heart sounds and achieved accuracy of 97.50 % during classification process. The experiment results indicates that the proposed method is efficient for classification of healthy/unhealthy heart sounds and computationally cheap making it suitable for real time applications.
Klíčová slova
Body auscultation;Heart Sounds;Mel Frequency Cepstral Coefficient;Classification;Support Vector Machine
Autoři
MISHRA, M.; SINGH, A.; DUTTA, M.; BURGET, R.; MAŠEK, J.
Vydáno
5. 7. 2017
Místo
Barcelona, Španělsko
ISBN
978-1-5090-3981-4
Kniha
40th Anniversary of International Conference on Telecommunications and Signal Processing (TSP)
ISSN
1805-5435
Periodikum
International Conference on Telecommunications and Signal Processing (TSP)
Stát
Česká republika
Strany od
753
Strany do
757
Strany počet
5
URL
BibTex
@inproceedings{BUT137841,
author="Mohan {Mishra} and Anushikha {Singh} and Malay Kishore {Dutta} and Radim {Burget} and Jan {Mašek}",
title="Classification of Normal and Abnormal Heart Sounds for Automatic Diagnosis",
booktitle="40th Anniversary of International Conference on Telecommunications and Signal Processing (TSP)",
year="2017",
journal="International Conference on Telecommunications and Signal Processing (TSP)",
pages="753--757",
address="Barcelona, Španělsko",
doi="10.1109/TSP.2017.8076089",
isbn="978-1-5090-3981-4",
issn="1805-5435",
url="https://ieeexplore.ieee.org/document/8076089"
}