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  Heart Rate Variability Dynamics for the Prognosis of Cardiovascular Risk

Ramirez-Villegas, J., Lam-Espinosa, E., Ramirez-Moreno, D., Calvo-Echeverry, P., & Agredo-Rodriguez, W. (2011). Heart Rate Variability Dynamics for the Prognosis of Cardiovascular Risk. PLoS One, 6(2), 1-15. doi:10.1371/journal.pone.0017060.

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Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-BC8A-0 Version Permalink: http://hdl.handle.net/21.11116/0000-0001-BC94-4
Genre: Journal Article

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Ramirez-Villegas, JF1, Author              
Lam-Espinosa, E, Author
Ramirez-Moreno, DF, Author
Calvo-Echeverry, PC, Author
Agredo-Rodriguez, W, Author
Affiliations:
1Universidad Autonoma de Occidente, Cali, Colombia, ou_persistent22              

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 Abstract: Statistical, spectral, multi-resolution and non-linear methods were applied to heart rate variability (HRV) series linked with classification schemes for the prognosis of cardiovascular risk. A total of 90 HRV records were analyzed: 45 from healthy subjects and 45 from cardiovascular risk patients. A total of 52 features from all the analysis methods were evaluated using standard two-sample Kolmogorov-Smirnov test (KS-test). The results of the statistical procedure provided input to multi-layer perceptron (MLP) neural networks, radial basis function (RBF) neural networks and support vector machines (SVM) for data classification. These schemes showed high performances with both training and test sets and many combinations of features (with a maximum accuracy of 96.67). Additionally, there was a strong consideration for breathing frequency as a relevant feature in the HRV analysis.

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 Dates: 2011-02
 Publication Status: Published online
 Pages: -
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 Table of Contents: -
 Rev. Type: -
 Identifiers: DOI: 10.1371/journal.pone.0017060
eDoc: e17060
BibTex Citekey: RamirezVillegasLRCA2011
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Title: PLoS One
Source Genre: Journal
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Publ. Info: San Francisco, CA : Public Library of Science
Pages: - Volume / Issue: 6 (2) Sequence Number: - Start / End Page: 1 - 15 Identifier: ISSN: 1932-6203
CoNE: https://pure.mpg.de/cone/journals/resource/1000000000277850