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Artificial intelligence for heart sound classification: A review

Expert Systems
AbstractHeart sound signal analysis is very important for the early identification and treatment of cardiovascular illness. With rapid advancements in science and technology, artificial intelligence technologies are providing tremendous opportunities to enhance diagnosis and clinical decision‐making.
Junxin Chen 0001   +4 more
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Classification of the heart sounds via artificial neural network

International Journal of Reasoning-based Intelligent Systems, 2010
Auscultation with stethoscope is a preferential method that the doctors use in order to differentiate normal cardiac systems from the abnormal ones that come out. On the other hand, the method of auscultation with stethoscope requires medical expert experience and careful listening.
Gür Emre Güraksin   +2 more
openaire   +2 more sources

Classification of heart sounds with re-sampled energy method

2018 26th Signal Processing and Communications Applications Conference (SIU), 2018
Due to the high number of heart diseases in the world and the increasing number of deaths resulting from them, the studies about early diagnosis of heart diseases has also increased. Studies on cardiac signals focus especially on the classification of heart sounds.
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An expert system approach for classification of heart sounds and murmurs

Proceedings of the Sixth International Symposium on Signal Processing and its Applications (Cat.No.01EX467), 2002
The various types of heart valvular problems can be classified from the auscultation of heart sounds and murmurs that only requires the use of the stethoscope. To discriminate the various heart sounds and murmurs, the signal parameters are estimated using the instantaneous energy and frequency estimation (IEFE) technique.
Zaiton Sharif   +3 more
openaire   +1 more source

Heart sounds classification using motif based segmentation

Proceedings of the 18th International Database Engineering & Applications Symposium on - IDEAS '14, 2014
In this paper we describe an algorithm for heart sound classification (classes Normal, Murmur and Extrasystole) based on the discretization of sound signals using the SAX (Symbolic Aggregate Approximation) representation. The general strategy is to automatically discover relevant top frequent motifs and relate them with the occurrence of systolic (S1 ...
Soraia Cruz Oliveira   +2 more
openaire   +1 more source

Effect of early and late fusion on heart sound classification

2018 26th Signal Processing and Communications Applications Conference (SIU), 2018
Heart sounds; together with important clues in the evaluation of heart diseases, is a guide for advanced diagnostic examination and is used for the early diagnosis of cardiovascular diseases. Auscultation of heart sounds is an important part of the physical examination and allows understanding of many pathological heart diseases such as heart valve ...
Ersan Oztavli, Erchan Aptoula
openaire   +1 more source

Supervised threshold-based heart sound classification algorithm

Physiological Measurement, 2018
Deep classification networks have been one of the predominant methods for classifying heart sound recordings. To satisfy their demand for sample size, the most commonly used method for data augmentation is that which divides each heart sound instance into a number of segments, with each segment labelled as the same category as its origin and used as a ...
Wei, Han   +3 more
openaire   +2 more sources

Evaluation of Algorithms for Automatic Classification of Heart Sound Signals

2017
Auscultation is the primary tool for detection and diagnosis of cardiovascular diseases in hospitals and home visits. This fact has led in the recent years to the development of automatic methods for heart sound classification, thus allowing for detecting cardiovascular pathologies in an effective way.
Ricardo Enrique Pérez-Guzmán   +4 more
openaire   +1 more source

Classification of prosthetic heart valve sounds: A parametric approach

The Journal of the Acoustical Society of America, 1995
People with heart problems have had their lives extended considerably with the development of the prosthetic heart valve. Great strides have been made in the development of the valves through the use of improved materials as well as efficient mechanical designs.
J V, Candy, H E, Jones
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Classification of Heart Sounds Using Machine Learning

2023 IEEE International Conference on Digital Health (ICDH), 2023
Nathaniel Mastracci   +3 more
openaire   +1 more source

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