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A hybrid clustering algorithm based on honey bees mating optimization and greedy randomized adaptive search procedure

Matsatsinis Nikolaos, Marinaki Magdalini, Marinakis Ioannis

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/84EA11A3-1E77-4B87-84AC-17918849040C-
Αναγνωριστικόhttps://doi.org/10.1007/978-3-540-92695-5_11-
Γλώσσαen-
Μέγεθος15 pagesen
ΤίτλοςA hybrid clustering algorithm based on honey bees mating optimization and greedy randomized adaptive search procedureen
ΔημιουργόςMatsatsinis Nikolaosen
ΔημιουργόςΜατσατσινης Νικολαοςel
ΔημιουργόςMarinaki Magdalinien
ΔημιουργόςΜαρινακη Μαγδαληνηel
ΔημιουργόςMarinakis Ioannisen
ΔημιουργόςΜαρινακης Ιωαννηςel
ΕκδότηςSpringer Verlagen
ΠερίληψηThis paper introduces a new hybrid algorithmic nature inspired approach based on the concepts of the Honey Bees Mating Optimization Algorithm (HBMO) and of the Greedy Randomized Adaptive Search Procedure (GRASP), for optimally clustering N objects into K clusters. The proposed algorithm for the Clustering Analysis, the Hybrid HBMO-GRASP, is a two phase algorithm which combines a HBMO algorithm for the solution of the feature selection problem and a GRASP for the solution of the clustering problem. This paper shows that the Honey Bees Mating Optimization can be used in hybrid synthesis with other metaheuristics for the solution of the clustering problem with remarkable results both to quality and computational efficiency. Its performance is compared with other popular stochastic/metaheuristic methods like particle swarm optimization, ant colony optimization, genetic algorithms and tabu search based on the results taken from the application of the methodology to data taken from the UCI Machine Learning Repository.en
ΤύποςΠλήρης Δημοσίευση σε Συνέδριοel
ΤύποςConference Full Paperen
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-03-
Ημερομηνία Δημοσίευσης2007-
Θεματική ΚατηγορίαClustering Analysisen
Θεματική ΚατηγορίαGreedy randomized adaptive search procedureen
Βιβλιογραφική ΑναφοράY. Marinakis, M. Marinaki, N. Matsatsinis ,"A hybrid clustering algorithm based on honey bees mating optimization and greedy randomized adaptive search procedure,"in 2008 Second Intern. Confe., pp. 138-152.doi:10.1007/978-3-540-92695-5_11en

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