artículo de publicación periódica.page.titleprefix A simple and fast representation space for classifying complex time series
dc.contributor.author | Zunino, Luciano | |
dc.contributor.author | Olivares, Felipe | |
dc.contributor.author | Fernández Bariviera, Aurelio | |
dc.contributor.author | Rosso, Osvaldo A. | |
dc.date.accessioned | 2019-09-19T20:02:16Z | |
dc.date.available | 2019-09-19T20:02:16Z | |
dc.date.issued | 2017-03 | |
dc.description.abstract | "In the context of time series analysis considerable effort has been directed towards the implementation of efficient discriminating statistical quantifiers. Very recently, a simple and fast representation space has been introduced, namely the number of turning points versus the Abbe value. It is able to separate time series from stationary and non-stationary processes with long-range dependences. In this work we show that this bidimensional approach is useful for distinguishing complex time series: different sets of financial and physiological data are efficiently discriminated. Additionally, a multiscale generalization that takes into account the multiple time scales often involved in complex systems has been also proposed. This multiscale analysis is essential to reach a higher discriminative power between physiological time series in health and disease. " | en |
dc.identifier.issn | 0375-9601 | |
dc.identifier.uri | http://ri.itba.edu.ar/handle/123456789/1762 | |
dc.language.iso | en | en |
dc.relation | info:eu-repo/semantics/altIdentifier/doi/10.1016/j.physleta.2017.01.047 | |
dc.relation | info:eu-repo/grantAgreement/CONICET/AR. Ciudad Autónoma de Buenos Aires | |
dc.subject | ANALISIS DE SERIES DE TIEMPO | es |
dc.subject | PROCESOS ESTACIONARIOS | es |
dc.subject | CLASIFICACION | es |
dc.title | A simple and fast representation space for classifying complex time series | en |
dc.type | Artículos de Publicaciones Periódicas | es |
dc.type | info:eu-repo/semantics/acceptedVersion | |
dspace.entity.type | Artículo de Publicación Periódica | |
itba.description.filiation | Fil: Zunino, Luciano. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. | |
itba.description.filiation | Fil: Zunino, Luciano. Facultad de Ingeniería. Universidad Nacional de La Plata; Argentina. | |
itba.description.filiation | Fil: Olivares, Felipe. Pontificia Universidad Católica de Valparaíso; Chile. | |
itba.description.filiation | Fil: Fernández Bariviera, Aurelio. Universitat Rovira i Virgili; España. | |
itba.description.filiation | Fil: Rosso, Osvaldo A. Universidade Federal de Alagoas; Brasil. | |
itba.description.filiation | Fil: Rosso, Osvaldo A. Instituto Tecnológico de Buenos Aires; Argentina. | |
itba.description.filiation | Fil: Rosso, Osvaldo A. Universidad de los Andes; Chile. |