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

 

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Библиографические подробности
Авторы: Chavarría-Molina, Jeffry, Fallas-Monge, Juan José
Формат: artículo original
Статус:Versión publicada
Дата публикации:2016
Описание: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. 
Страна:Portal de Revistas TEC
Институт:Instituto Tecnológico de Costa Rica
Repositorio:Portal de Revistas TEC
Язык:Español
OAI Identifier:oai:ojs.pkp.sfu.ca:article/2586
Online-ссылка:https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/2586
Ключевое слово:Heurísticas
optimización
sobrecalentamiento simulado
particionamiento de datos
Heuristics
optimization
simulated annealing
data clustering