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A hybridization of clonal selection algorithm with iterated local search and variable neighborhood search for the feature selection problem

Marinakis Ioannis, Marinaki Magdalini

Απλή Εγγραφή

URIhttp://purl.tuc.gr/dl/dias/9566EFE0-522D-498B-93E4-A539E88F49F7-
Αναγνωριστικόhttps://doi.org/10.1007/s12293-015-0161-2-
Γλώσσαen-
Μέγεθος21 pagesen
ΤίτλοςA hybridization of clonal selection algorithm with iterated local search and variable neighborhood search for the feature selection problemen
ΔημιουργόςMarinakis Ioannisen
ΔημιουργόςΜαρινακης Ιωαννηςel
ΔημιουργόςMarinaki Magdalinien
ΔημιουργόςΜαρινακη Μαγδαληνηel
ΕκδότηςSpringer Verlagen
ΠερίληψηNature inspired methods are approaches that are used in various fields and for the solution of a number of problems. This study uses a hybridized version of the clonal selection algorithm, the clonal selection algorithm–iterated local search–variable neighborhood search (CSA–ILS–VNS), for the solution of the feature selection problem (FSP). The clonal selection algorithm is inspired by the clonal selection and affinity maturation process of B cells of the natural immune system once the immune system has detected a pathogen. The proposed clonal selection algorithm is combined with a number of nearest neighbour based classifiers and it is tested using various benchmark data sets from the UCI machine learning repository. The algorithm is compared with variants of the clonal selection algorithm [the classic clonal selection algorithm (CSA), the clonal selection algorithm–iterated local search (CSA–ILS) and the clonal selection algorithm–variable neighborhood search (CSA–VNS)], a particle swarm optimization algorithm, an ant colony optimization algorithm and a genetic algorithm.en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-05-
Ημερομηνία Δημοσίευσης2015-
Θεματική ΚατηγορίαArtificial immune systems en
Βιβλιογραφική ΑναφοράM. Marinaki and Y. Marinakis ," A hybridization of clonal selection algorithm with iterated local search and variable neighborhood search for the feature selection problem, Mem. Computing ,vol.7, no. 3, pp. 181-201,Sept. 2015.doi:10.1007/s12293-015-0161-2en

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