Centroid movement and transferences: alternatives for generating neighbors in simulated annealing

 

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Awduron: Chavarría-Molina, Jeffry, Fallas-Monge, Juan José
Fformat: artículo original
Statws:Versión publicada
Dyddiad Cyhoeddi:2016
Disgrifiad:In this paper, two different strategies to generate neighbors in the simulated annealing algorithm were compared. The first idea is based on transferring objects between classes. The other strategy moves artificial objects (called centroids) which represent the clusters. A comparison was developed using the combinatorial optimization problem of quantitative data clustering. This problem is presented as the minimization of W(P), which represents the within-inertia as a function of the partition P. Finally, this allowed comparison of the algorithms’ performance in several data sets. 
Gwlad:Portal de Revistas TEC
Sefydliad:Instituto Tecnológico de Costa Rica
Repositorio:Portal de Revistas TEC
Iaith:Español
OAI Identifier:oai:ojs.pkp.sfu.ca:article/2586
Mynediad Ar-lein:https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/2586
Allweddair:Heurísticas
optimización
sobrecalentamiento simulado
particionamiento de datos
Heuristics
optimization
simulated annealing
data clustering