Towards Simplifying Assessment of Athletes Physical Fitness: Evaluation of the Total Physical Performance by Means of Machine Learning

Vladimir Kublanov, Anton Dolganov, Viktoriya Badtieva, David Akopyan

2019

Abstract

The paper describes the methodology for the evaluation of the total physical performance of athletes on the basis of simultaneously recorded signals of stabilography and heart rate variability. An objective assessment of the level of physical performance was carried out using testing on the bicycle ergometer. The use of genetic programming and linear discriminant analysis allowed obtaining the set of diagnostically significant features. The set of diagnostically significant features is able to determine the level of physical fitness using only data from stabilographic studies and heart rate variability with an accuracy of at least 97%. Strength and weaknesses of the proposed approach are discussed.

Paper Citation

in Harvard Style

Kublanov V., Dolganov A., Badtieva V. and Akopyan D. (2019). Towards Simplifying Assessment of Athletes Physical Fitness: Evaluation of the Total Physical Performance by Means of Machine Learning.In Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 5: RAIDERS, ISBN 978-989-758-353-7, pages 539-544. DOI: 10.5220/0007699105390544

in Bibtex Style

@conference{raiders19,
author={Vladimir Kublanov and Anton Dolganov and Viktoriya Badtieva and David Akopyan},
title={Towards Simplifying Assessment of Athletes Physical Fitness: Evaluation of the Total Physical Performance by Means of Machine Learning},
booktitle={Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 5: RAIDERS,},
year={2019},
pages={539-544},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007699105390544},
isbn={978-989-758-353-7},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 12th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 5: RAIDERS,
TI - Towards Simplifying Assessment of Athletes Physical Fitness: Evaluation of the Total Physical Performance by Means of Machine Learning
SN - 978-989-758-353-7
AU - Kublanov V.
AU - Dolganov A.
AU - Badtieva V.
AU - Akopyan D.
PY - 2019
SP - 539
EP - 544
DO - 10.5220/0007699105390544