Incorporating support vector machine to the classification of respiratory sounds by Convolutional Neural Network

F Cinyol, U Baysal, D Köksal, E Babaoğlu… - … Signal Processing and …, 2023 - Elsevier
Classification of respiratory sounds (RS) by artificial intelligence (AI) methods has been
studied by many groups, and a preferred method belonging to Deep Neural Networks (DNN) …

Respiratory sound classification by using an incremental supervised neural network

Z Dokur - Pattern Analysis and Applications, 2009 - Springer
Determination of lung condition by auscultation is a difficult task and requires special
training of medical staff. It is, however, a difficult skill to acquire. In decision making, it is …

Classification of lung sounds using convolutional neural networks

M Aykanat, Ö Kılıç, B Kurt, S Saryal - EURASIP Journal on Image and …, 2017 - Springer
In the field of medicine, with the introduction of computer systems that can collect and
analyze massive amounts of data, many non-invasive diagnostic methods are being …

CNN based Categorization of respiratory sounds using spectral descriptors

S Jayalakshmy, BL Priya… - … , Computing and Industry …, 2020 - ieeexplore.ieee.org
Chronic Obstructive Pulmonary Disease (COPD) is a dreadful disease which is a wide
umbrella comprises of emphysema, bronchitis etc. It threatens the life of almost nearly 3 …

Lung sounds classification using convolutional neural networks

D Bardou, K Zhang, SM Ahmad - Artificial intelligence in medicine, 2018 - Elsevier
Lung sounds convey relevant information related to pulmonary disorders, and to evaluate
patients with pulmonary conditions, the physician or the doctor uses the traditional …

Automatic classification of lung sounds using machine learning algorithms

A Ullah, MS Khan, MU Khan… - … Conference on Frontiers …, 2021 - ieeexplore.ieee.org
Lung sounds provide substantial information about the state of respiratory system. These
sounds are frequently influenced by noise from heart and muscles which complicate …

[PDF][PDF] An alternative respiratory sounds classification system utilizing artificial neural networks

R Oweis, E Abdulhay, A Khayal, A Awad - Biomedical journal, 2015 - 163.25.114.16
Background: Computerized lung sound analysis involves recording lung sound via an
electronic device, followed by com‑puter analysis and classification based on specific signal …

Lung sound classification with multi-feature integration utilizing lightweight cnn model

T Wanasinghe, S Bandara, S Madusanka… - IEEE …, 2024 - ieeexplore.ieee.org
Detecting respiratory diseases is of utmost importance, considering that respiratory ailments
represent one of the most prevalent categories of diseases globally. The initial stage of lung …

Lung sounds classification using stacked autoencoder and support vector machine

AH Falah, J Jondri - 2019 7th international conference on …, 2019 - ieeexplore.ieee.org
Various methods have developed to analyze and classify many types of lung sound to
reduce subjectivity in the auscultation procedure. In this paper, another proposed approach …

Automatic classification of large-scale respiratory sound dataset based on convolutional neural network

K Minami, H Lu, H Kim, S Mabu… - … and Systems (ICCAS …, 2019 - ieeexplore.ieee.org
Auscultation of respiratory sounds is very important for discovering the respiratory disease.
However, there is no quantitative evaluation method for the diagnosis of respiratory sounds …