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Pap smear diagnosis using a hybrid intelligent scheme focusing on genetic algorithm based feature selection and nearest neighbor classification

Marinakis Ioannis, Jan Jantzen, , Georgios Dounias

Απλή Εγγραφή


URIhttp://purl.tuc.gr/dl/dias/58348453-0617-484D-ADFB-96A2FEE53D58-
Αναγνωριστικόhttps://doi.org/10.1016/j.compbiomed.2008.11.006-
Γλώσσαen-
Μέγεθος9 pagesen
ΤίτλοςPap smear diagnosis using a hybrid intelligent scheme focusing on genetic algorithm based feature selection and nearest neighbor classificationen
ΔημιουργόςMarinakis Ioannisen
ΔημιουργόςΜαρινακης Ιωαννηςel
ΔημιουργόςJan Jantzenen
Δημιουργός, Georgios Douniasen
ΕκδότηςElsevieren
ΠερίληψηThe term pap-smear refers to samples of human cells stained by the so-called Papanicolaou method. The purpose of the Papanicolaou method is to diagnose pre-cancerous cell changes before they progress to invasive carcinoma. In this paper a metaheuristic algorithm is proposed in order to classify the cells. Two databases are used, constructed in different times by expert MDs, consisting of 917 and 500 images of pap smear cells, respectively. Each cell is described by 20 numerical features, and the cells fall into 7 classes but a minimal requirement is to separate normal from abnormal cells, which is a 2 class problem. For finding the best possible performing feature subset selection problem, an effective genetic algorithm scheme is proposed. This algorithmic scheme is combined with a number of nearest neighbor based classifiers. Results show that classification accuracy generally outperforms other previously applied intelligent approaches.en
ΤύποςPeer-Reviewed Journal Publicationen
ΤύποςΔημοσίευση σε Περιοδικό με Κριτέςel
Άδεια Χρήσηςhttp://creativecommons.org/licenses/by/4.0/en
Ημερομηνία2015-11-05-
Ημερομηνία Δημοσίευσης2009-
Θεματική ΚατηγορίαPap smearen
Θεματική ΚατηγορίαPapanicolaou smearen
Θεματική ΚατηγορίαPapanicolaou testen
Θεματική Κατηγορίαpap testen
Θεματική Κατηγορίαpap smearen
Θεματική Κατηγορίαpapanicolaou smearen
Θεματική Κατηγορίαpapanicolaou testen
Βιβλιογραφική ΑναφοράY. Marinakis, G. Dounias , J. Jantzen,"Pap smear diagnosis Uusing a hybrid Intelligent scheme focusing on genetic algorithm based feature selection and nearest neighbor classification," Comp. in Biology and Med.,vol. 39, no.1,pp. 69-78Jan. 2009.doi:10.1016/j.compbiomed.2008.11.006en

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