Autor según el artículo: Granell, Clara; Gomez, Sergio; Arenas, Alex
Departamento: Enginyeria Informàtica i Matemàtiques
Autor/es de la URV: Arenas Moreno, Alejandro / Gómez Jiménez, Sergio / Granell Martorell, Clara
Palabras clave: Unsupervised clustering Networks (circuits) Networks Natural clustering Multiple resolutions Multiple resolution Modularity Data clustering Complex networks Community structures Community structure Clustering algorithms Clustering Classification of data Classification (of information) Benchmarking
Resumen: Unsupervised clustering, also known as natural clustering, stands for the classification of data according to their similarities. Here we study this problem from the perspective of complex networks. Mapping the description of data similarities to graphs, we propose to extend two multiresolution modularity based algorithms to the finding of modules (clusters) in general data sets producing a multiscales' solution. We show the performance of these reported algorithms to the classification of a standard benchmark of data clustering and compare their performance. © 2012 World Scientific Publishing Company.
Áreas temáticas: Multidisciplinary sciences Multidisciplinary Modeling and simulation Mathematics, interdisciplinary applications Mathematics, applied Matemática / probabilidade e estatística Interdisciplinar Geociências General engineering Ensino Engineering (miscellaneous) Engenharias iv Engenharias iii Engenharias i Economia Ciências biológicas i Ciências agrárias i Ciência da computação Biodiversidade Astronomia / física Applied mathematics
Acceso a la licencia de uso: https://creativecommons.org/licenses/by/3.0/es/
Direcció de correo del autor: clara.granell@urv.cat sergio.gomez@urv.cat alexandre.arenas@urv.cat
Identificador del autor: 0000-0003-1820-0062 0000-0003-0937-0334
Fecha de alta del registro: 2024-09-28
Versión del articulo depositado: info:eu-repo/semantics/acceptedVersion
Enlace a la fuente original: https://www.worldscientific.com/doi/10.1142/S0218127412300236
URL Documento de licencia: https://repositori.urv.cat/ca/proteccio-de-dades/
Referencia al articulo segun fuente origial: International Journal Of Bifurcation And Chaos. 22 (7): 1230023-
Referencia de l'ítem segons les normes APA: Granell, Clara; Gomez, Sergio; Arenas, Alex (2012). Unsupervised clustering analysis: A multiscale complex networks approach. International Journal Of Bifurcation And Chaos, 22(7), 1230023-. DOI: 10.1142/S0218127412300236
DOI del artículo: 10.1142/S0218127412300236
Entidad: Universitat Rovira i Virgili
Año de publicación de la revista: 2012
Tipo de publicación: Journal Publications
Repositori URV