This paper aims to evaluate the cardiovascular response to exercise in young and master athletes. The study involves comparison with control groups of untrained subjects of the same age. The paper describes in particular the processing methods and results concerning the ECG signals collected during exercise test. Methods include PNN calculation, Multiscale Entropy analysis (MSE), and a comparison between clustering and an Artificial Neural Network analysis performed by means of chaotic attractors. The analyses carried out lead to a good stratification of the subjects, especially in terms of the MSE1 variable. Future developments are underway supported by many other diagnostic tests administered to the same subjects.

Cardiovascular Modifications and Stratification of the Arrhythmic Risk in Young and Master Athletes / R. Pizzi, S. Siccardi, C. Pedrinazzi, O. Durin, G. Inama. - In: AMERICAN JOURNAL OF BIOMEDICAL ENGINEERING. - ISSN 2163-1050. - 4:3(2014), pp. 60-67. [10.5923/j.ajbe.20140403.02]

Cardiovascular Modifications and Stratification of the Arrhythmic Risk in Young and Master Athletes

R. Pizzi;S. Siccardi;
2014

Abstract

This paper aims to evaluate the cardiovascular response to exercise in young and master athletes. The study involves comparison with control groups of untrained subjects of the same age. The paper describes in particular the processing methods and results concerning the ECG signals collected during exercise test. Methods include PNN calculation, Multiscale Entropy analysis (MSE), and a comparison between clustering and an Artificial Neural Network analysis performed by means of chaotic attractors. The analyses carried out lead to a good stratification of the subjects, especially in terms of the MSE1 variable. Future developments are underway supported by many other diagnostic tests administered to the same subjects.
electrocardiography; clustering methods; artificial neural networks; data mining
Settore INF/01 - Informatica
Settore ING-INF/06 - Bioingegneria Elettronica e Informatica
2014
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/498043
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