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Balancing effort and benefit of K-means clustering algorithms in Big Data realms

In this paper we propose a criterion to balance the processing time and the solution quality of k-means cluster algorithms when applied to instances where the number n of objects is big. The majority of the known strategies aimed to improve the performance of k-means algorithms are related to the in...

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Detalles Bibliográficos
Autores principales: Pérez-Ortega, Joaquín, Almanza-Ortega, Nelva Nely, Romero, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124732/
https://www.ncbi.nlm.nih.gov/pubmed/30183705
http://dx.doi.org/10.1371/journal.pone.0201874