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dc.contributor.author
Carpi, Laura C.  
dc.contributor.author
Rosso, Osvaldo Anibal  
dc.contributor.author
Saco, Patricia M.  
dc.contributor.author
Gómez Ravetti, Martín  
dc.date.available
2023-03-28T14:11:30Z  
dc.date.issued
2011-01  
dc.identifier.citation
Carpi, Laura C.; Rosso, Osvaldo Anibal; Saco, Patricia M.; Gómez Ravetti, Martín; Analyzing complex networks evolution through Information Theory quantifiers; Elsevier Science; Physics Letters A; 375; 4; 1-2011; 801-804  
dc.identifier.issn
0375-9601  
dc.identifier.uri
http://hdl.handle.net/11336/191855  
dc.description.abstract
A methodology to analyze dynamical changes in complex networks based on Information Theory quantifiers is proposed. The square root of the Jensen-Shannon divergence, a measure of dissimilarity between two probability distributions, and the MPR Statistical Complexity are used to quantify states in the network evolution process. Three cases are analyzed, the Watts-Strogatz model, a gene network during the progression of Alzheimer's disease and a climate network for the Tropical Pacific region to study the El Niño/Southern Oscillation (ENSO) dynamic. We find that the proposed quantifiers are able not only to capture changes in the dynamics of the processes but also to quantify and compare states in their evolution.  
dc.format
application/pdf  
dc.language.iso
eng  
dc.publisher
Elsevier Science  
dc.rights
info:eu-repo/semantics/openAccess  
dc.rights.uri
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/  
dc.subject
COMPLEX NETWORKS  
dc.subject
JENSEN-SHANNON DIVERGENCE  
dc.subject
STATISTICAL COMPLEXITY  
dc.subject.classification
Otras Ciencias Físicas  
dc.subject.classification
Ciencias Físicas  
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CIENCIAS NATURALES Y EXACTAS  
dc.title
Analyzing complex networks evolution through Information Theory quantifiers  
dc.type
info:eu-repo/semantics/article  
dc.type
info:ar-repo/semantics/artículo  
dc.type
info:eu-repo/semantics/publishedVersion  
dc.date.updated
2023-03-23T12:34:40Z  
dc.journal.volume
375  
dc.journal.number
4  
dc.journal.pagination
801-804  
dc.journal.pais
Países Bajos  
dc.journal.ciudad
Amsterdam  
dc.description.fil
Fil: Carpi, Laura C.. Universidade Federal de Minas Gerais; Brasil. Universidad de Newcastle; Australia  
dc.description.fil
Fil: Rosso, Osvaldo Anibal. Universidade Federal de Minas Gerais; Brasil. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales. Instituto de Cálculo; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina  
dc.description.fil
Fil: Saco, Patricia M.. Universidad de Buenos Aires. Facultad de Ingeniería. Departamento de Hidráulica; Argentina  
dc.description.fil
Fil: Gómez Ravetti, Martín. Universidade Federal de Minas Gerais; Brasil  
dc.journal.title
Physics Letters A  
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/url/https://www.sciencedirect.com/science/article/pii/S037596011001577X  
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/doi/http://dx.doi.org/10.1016/j.physleta.2010.12.038  

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