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A binary classifier based on firefly algorithm
Joint Authors
al-Abd Allah, Raid Z.
Jaradat, Amirah S.
Abu Doush, Iyad
Jaradat, Yazan A.
Source
Jordanian Journal of Computetrs and Information Technology
Issue
Vol. 3, Issue 3 (31 Dec. 2017), pp.172-185, 14 p.
Publisher
Princess Sumaya University for Technology
Publication Date
2017-12-31
Country of Publication
Jordan
No. of Pages
14
Main Subjects
Information Technology and Computer Science
Abstract EN
This work implements the firefly algorithm (FA) to find the best decision hyper-plane in the feature space.
the proposed classifier uses a cross-validation of a 10-fold portioning for the training and the testing phases used for classification.
five pattern recognition binary benchmark problems with different feature vector dimensions are used to demonstrate the effectiveness of the proposed classifier.
we compare the fa classifier results with those of other approaches through two experiments.
the experimental results indicated that fa classifier is a competitive classification technique.
the fa shows better results in three out of the four tested datasets used in the second experiment.
American Psychological Association (APA)
al-Abd Allah, Raid Z.& Jaradat, Amirah S.& Abu Doush, Iyad& Jaradat, Yazan A.. 2017. A binary classifier based on firefly algorithm. Jordanian Journal of Computetrs and Information Technology،Vol. 3, no. 3, pp.172-185.
https://search.emarefa.net/detail/BIM-1415324
Modern Language Association (MLA)
al-Abd Allah, Raid Z.…[et al.]. A binary classifier based on firefly algorithm. Jordanian Journal of Computetrs and Information Technology Vol. 3, no. 3 (Dec. 2017), pp.172-185.
https://search.emarefa.net/detail/BIM-1415324
American Medical Association (AMA)
al-Abd Allah, Raid Z.& Jaradat, Amirah S.& Abu Doush, Iyad& Jaradat, Yazan A.. A binary classifier based on firefly algorithm. Jordanian Journal of Computetrs and Information Technology. 2017. Vol. 3, no. 3, pp.172-185.
https://search.emarefa.net/detail/BIM-1415324
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 184-185
Record ID
BIM-1415324