artículo de publicación periódica.page.titleprefix Time series characterization via horizontal visibility graph and Information theory
| dc.contributor.author | Gonçalves, Bruna Amin | |
| dc.contributor.author | Capri, Laura | |
| dc.contributor.author | Rosso, Osvaldo A. | |
| dc.contributor.author | Ravetti, Martín G. | |
| dc.date.accessioned | 2023-01-26T17:41:49Z | |
| dc.date.available | 2023-01-26T17:41:49Z | |
| dc.date.issued | 2016 | |
| dc.description.abstract | "Complex networks theory have gained wider applicability since methods for transformation of time series to networks were proposed and successfully tested. In the last few years, horizontal visibility graph has become a popular method due to its simplicity and good results when applied to natural and artificially generated data. In this work, we explore different ways of extracting information from the network constructed from the horizontal visibility graph and evaluated by Information Theory quantifiers. Most works use the degree distribution of the network, however, we found alternative probability distributions, more efficient than the degree distribution in characterizing dynamical systems. In particular, we find that, when using distributions based on distances and amplitude values, significant shorter time series are required. We analyze fractional Brownian motion time series, and a paleoclimatic proxy record of ENSO from the Pallcacocha Lake to study dynamical changes during the Holocene." | |
| dc.identifier.issn | 0378-4371 | |
| dc.identifier.uri | https://ri.itba.edu.ar/handle/123456789/4158 | |
| dc.language.iso | en | |
| dc.relation | info:eu-repo/semantics/reference/doi/10.1016/j.physa.2016.07.063 | |
| dc.subject | TEORIA DE LA INFORMACION | es |
| dc.title | Time series characterization via horizontal visibility graph and Information theory | |
| dc.type | Artículo de Publicación Periódica | |
| dspace.entity.type | Artículo de Publicación Periódica | |
| itba.description.filiation | Fil: Gonçalves, Bruna Amin. Universidade Federal de Minas Gerais; Brasil. | |
| itba.description.filiation | Fil: Capri, Laura. Universitat Politècnica de Catalunya; 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. | |
| itba.description.filiation | Fil: Rosso, Osvaldo A. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. | |
| itba.description.filiation | Fil: Ravetti, Martín G. Ravetti, Martín G. |