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Study of the Lyapunov exponents of ECG signals from MIT-BIH database

Conference Paper
Publication Date:
1995
abstract:
A preliminary analysis of the Lyapunov spectrum determination from a time-series with the Jacobian-based approach is presented. The method has been tested on the Lorenz attractor obtaining good Lyapunov exponents estimate, then it has been applied to the study of ECG signals coming from MIT-BIH Arrhythmia Database. We obtained almost always a positive first exponent confirming the chaotic nature of the electrical heart activity measured from surface ECG. However, Lyapunov spectrum estimate is often influenced by the choice of some working parameters. The main purpose of this work is to gain insights on the influence of such working parameters on results.
Iris type:
04.01 Contributo in Atti di convegno
Keywords:
nonlinear time series analysis; Lyapunov exponents; ECG signals; algorithms
List of contributors:
Casaleggio, Aldo; Corana, Angelo
Handle:
https://iris.cnr.it/handle/20.500.14243/308021
Book title:
Computers in Cardiology
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