Ιδρυματικό Αποθετήριο
Πολυτεχνείο Κρήτης
Πολυτεχνείο Κρήτης
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| URI | http://purl.tuc.gr/dl/dias/A04FD971-1D6A-4943-AE36-30AD3B025F68 | - |
| Αναγνωριστικό | http://link.springer.com/article/10.1007/s11590-007-0057-2 | - |
| Αναγνωριστικό | https://doi.org/10.1007/s11590-007-0057-2 | - |
| Γλώσσα | en | - |
| Μέγεθος | 10 pages | en |
| Τίτλος | A comparison of several nearest neighbor classifier metrics using Tabu Search algorithm for the feature selection problem | en |
| Δημιουργός | Zopounidis Konstantinos | en |
| Δημιουργός | Ζοπουνιδης Κωνσταντινος | el |
| Δημιουργός | Michael Doumpos | en |
| Δημιουργός | Δουμπος Μιχαλης | el |
| Δημιουργός | Marinaki Magdalini | en |
| Δημιουργός | Μαρινακη Μαγδαληνη | el |
| Δημιουργός | Marinakis Ioannis | en |
| Δημιουργός | Μαρινακης Ιωαννης | el |
| Δημιουργός | Matsatsinis Nikolaos | en |
| Δημιουργός | Ματσατσινης Νικολαος | el |
| Εκδότης | Springer Verlag | en |
| Περίληψη | The feature selection problem is an interesting and important topic which is relevant for a variety of database applications. This paper utilizes the Tabu Search metaheuristic algorithm to implement a feature subset selection procedure while the nearest neighbor classification method is used for the classification task. Tabu Search is a general metaheuristic procedure that is used in order to guide the search to obtain good solutions in complex solution spaces. Several metrics are used in the nearest neighbor classification method, such as the euclidean distance, the Standardized Euclidean distance, the Mahalanobis distance, the City block metric, the Cosine distance and the Correlation distance, in order to identify the most significant metric for the nearest neighbor classifier. The performance of the proposed algorithms is tested using various benchmark datasets from UCI Machine Learning Repository. | en |
| Τύπος | Peer-Reviewed Journal Publication | en |
| Τύπος | Δημοσίευση σε Περιοδικό με Κριτές | el |
| Άδεια Χρήσης | http://creativecommons.org/licenses/by/4.0/ | en |
| Ημερομηνία | 2015-11-18 | - |
| Ημερομηνία Δημοσίευσης | 2008 | - |
| Θεματική Κατηγορία | Feature selection problem | en |
| Θεματική Κατηγορία | Nearest neighbor classification method | en |
| Θεματική Κατηγορία | Tabu Search | en |
| Βιβλιογραφική Αναφορά | M. Marinaki, Y. Marinakis, M. Doumpos, N. Matsatsinis and C. Zopounidis, "A comparison of several nearest neighbor classifier metrics using Tabu Search algorithm for the feature selection problem," Optimizat. Lett., vol. 2, no. 3, pp. 299-308, Jun. 2008. doi:10.1007/s11590-007-0057-2 | en |
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