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Discrete artificial bee colony optimization algorithm for financial classification problems

Marinakis Ioannis, Marinaki Magdalini, Zopounidis Konstantinos, Matsatsinis Nikolaos

Απλή Εγγραφή

URIhttp://purl.tuc.gr/dl/dias/D0AAC748-5349-4413-97C1-0B1467A873A3-
Αναγνωριστικόhttps://doi.org/10.4018/jamc.2011010101-
Γλώσσαen-
Μέγεθος17 pagesen
ΤίτλοςDiscrete artificial bee colony optimization algorithm for financial classification problemsen
ΔημιουργόςMarinakis Ioannisen
ΔημιουργόςΜαρινακης Ιωαννηςel
ΔημιουργόςMarinaki Magdalinien
ΔημιουργόςΜαρινακη Μαγδαληνηel
ΔημιουργόςZopounidis Konstantinosen
ΔημιουργόςΖοπουνιδης Κωνσταντινοςel
ΔημιουργόςMatsatsinis Nikolaosen
ΔημιουργόςΜατσατσινης Νικολαοςel
ΠερίληψηNature-inspired methods are used in various fields for solving a number of problems. This study uses a nature-inspired method, artificial bee colony optimization that is based on the foraging behaviour of bees, for a financial classification problem. Financial decisions are often based on classification models, which are used to assign a set of observations into predefined groups. One important step toward the development of accurate financial classification models involves the selection of the appropriate independent variables (features) that are relevant to the problem. The proposed method uses a discrete version of the artificial bee colony algorithm for the feature selection step while nearest neighbour based classifiers are used for the classification step. The performance of the method is tested using various benchmark datasets from UCI Machine Learning Repository and in a financial classification task involving credit risk assessment. Its results are compared with the results of other nature-inspired methods.en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-05-
Ημερομηνία Δημοσίευσης2011-
Θεματική ΚατηγορίαCapability, Financial (Financial literacy)en
Θεματική ΚατηγορίαFinancial capability (Financial literacy)en
Θεματική ΚατηγορίαLiteracy, Financialen
Θεματική Κατηγορίαfinancial literacyen
Θεματική Κατηγορίαcapability financial financial literacyen
Θεματική Κατηγορίαfinancial capability financial literacyen
Θεματική Κατηγορίαliteracy financialen
Βιβλιογραφική ΑναφοράY. Marinakis, M. Marinaki, N. Matsatsinis , C. Zopounidis, "Discrete artificial bee colony optimization algorithm for financial classification problems, "Intern. J.of Applied Metah. Computing,vol. 2,no. 1, pp. 1-17, 2011.doi:10.4018/jamc.2011010101en

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