[HTML][HTML] Respiratory sound based classification of chronic obstructive pulmonary disease: a risk stratification approach in machine learning paradigm

NS Haider, BK Singh, R Periyasamy… - Journal of medical …, 2019 - Springer
This article investigates the classification of normal and COPD subjects on the basis of
respiratory sound analysis using machine learning techniques. Thirty COPD and 25 healthy …

An automated system for classification of chronic obstructive pulmonary disease and pneumonia patients using lung sound analysis

SZH Naqvi, MA Choudhry - Sensors, 2020 - mdpi.com
Chronic obstructive pulmonary disease (COPD) and pneumonia are two of the few fatal lung
diseases which share common adventitious lung sounds. Diagnosing the disease from lung …

Computerized lung sound based classification of asthma and chronic obstructive pulmonary disease (COPD)

NS Haider, AK Behera - Biocybernetics and Biomedical Engineering, 2022 - Elsevier
Diagnostic ambiguity between chronic pulmonary diseases like asthma and Chronic
Obstructive Pulmonary Disease (COPD) is very high, as they exhibit similar symptoms …

Deep learning based respiratory sound analysis for detection of chronic obstructive pulmonary disease

A Srivastava, S Jain, R Miranda, S Patil… - PeerJ Computer …, 2021 - peerj.com
In recent times, technologies such as machine learning and deep learning have played a
vital role in providing assistive solutions to a medical domain's challenges. They also …

Combining neural network and genetic algorithm for prediction of lung sounds

İ Güler, H Polat, U Ergün - Journal of Medical Systems, 2005 - Springer
Recognition of lung sounds is an important goal in pulmonary medicine. In this work, we
present a study for neural networks–genetic algorithm approach intended to aid in lung …

[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 …

Machine learning in lung sound analysis: a systematic review

R Palaniappan, K Sundaraj, NU Ahamed - Biocybernetics and Biomedical …, 2013 - Elsevier
Abstract Machine learning has proven to be an effective technique in recent years and
machine learning algorithms have been successfully used in a large number of applications …

A telemedicine tool framework for lung sounds classification using ensemble classifier algorithms

MM Jaber, SK Abd, PM Shakeel, MA Burhanuddin… - Measurement, 2020 - Elsevier
Telemedicine is one of the medical services related to information exchange tools (eHealth).
In recent years, the monitoring and classification of acoustic signals of respiratory-related …

Respiratory sound classification using cepstral features and support vector machine

R Palaniappan, K Sundaraj - 2013 IEEE Recent Advances in …, 2013 - ieeexplore.ieee.org
Respiratory sound analysis provides vital information of the present condition of the Lungs. It
can be used to assist medical professionals in differential diagnosis. In this paper, we intend …

A novel feature extraction technique for pulmonary sound analysis based on EMD

A Mondal, P Banerjee, H Tang - Computer methods and programs in …, 2018 - Elsevier
Background and objective: The stethoscope based auscultation technique is a primary
diagnostic tool for chest sound analysis. However, the performance of this method is limited …