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

 

Đã lưu trong:
Chi tiết về thư mục
Nhiều tác giả: Chavarría-Molina, Jeffry, Fallas-Monge, Juan José
Định dạng: artículo original
Trạng thái:Versión publicada
Ngày xuất bản:2016
Miêu tả: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. 
Quốc gia:Portal de Revistas TEC
Tổ chức giáo dục:Instituto Tecnológico de Costa Rica
Repositorio:Portal de Revistas TEC
Ngôn ngữ:Español
OAI Identifier:oai:ojs.pkp.sfu.ca:article/2586
Truy cập trực tuyến:https://revistas.tec.ac.cr/index.php/tec_marcha/article/view/2586
Từ khóa:Heurísticas
optimización
sobrecalentamiento simulado
particionamiento de datos
Heuristics
optimization
simulated annealing
data clustering