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Using of the machine learning methods to identify bronchopulmonary system diseases with the use of lung sounds

Authors: Chekhovych, M. G.; Poreva, A. S.; Timofeyev, V. I.; Henaff, P.;

Using of the machine learning methods to identify bronchopulmonary system diseases with the use of lung sounds

Abstract

This study reviews the main approaches to the analyzing of modern methods of digital processing of lung sounds. It is shown that each of the existing methods gives a definite result in solving a particular problem. However, none of the methods that were reviewed, can’t be called universal and completely convenient for using in the real conditions of the hospital. Certain numerical parameters can be obtained, as a result of the work of each method. In this study it is showed that machine learning can serve as a unifying mechanism for the considered methods. A set of different parameters can be the input arguments of the classifier, which will be properly trained. As a result, the primary opinion in a convenient and accessible form can be presented to the doctor.

Keywords

TK5101-6720, spectral analysis, звук легких; спектральный анализ; вейвлет-преобразования; машинное обучение, machine learning, electronic stethoscope; lung sound ; spectral analysis; wavelet transform; machine learning, Telecommunication, звук легень; спектральний аналіз; вейвлет-перетворення; машинне навчання, wavelet transform, electronic stethoscope, lung sound

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    popularity
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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
gold