Centroid movement and transferences: alternatives for generating neighbors in simulated annealing
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| Auteurs: | , |
|---|---|
| Format: | artículo original |
| Statut: | Versión publicada |
| Date de publication: | 2016 |
| Description: | 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. |
| Pays: | Portal de Revistas TEC |
| Institution: | Instituto Tecnológico de Costa Rica |
| Repositorio: | Portal de Revistas TEC |
| Langue: | Español |
| OAI Identifier: | oai:ojs.pkp.sfu.ca:article/2586 |
| Accès en ligne: | https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/2586 |
| Mots-clés: | Heurísticas optimización sobrecalentamiento simulado particionamiento de datos Heuristics optimization simulated annealing data clustering |