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

 

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書誌詳細
著者: Chavarría-Molina, Jeffry, Fallas-Monge, Juan José
フォーマット: artículo original
状態:Versión publicada
出版日付:2016
その他の書誌記述: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. 
国:Portal de Revistas TEC
機関:Instituto Tecnológico de Costa Rica
Repositorio:Portal de Revistas TEC
言語:Español
OAI Identifier:oai:ojs.pkp.sfu.ca:article/2586
オンライン・アクセス:https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/2586
キーワード:Heurísticas
optimización
sobrecalentamiento simulado
particionamiento de datos
Heuristics
optimization
simulated annealing
data clustering