A Binary classifier based on Firefly Algorithm
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...
محفوظ في:
| المؤلف الرئيسي: | |
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| مؤلفون آخرون: | , , |
| منشور في: |
2018
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| الوصول للمادة أونلاين: | http://hdl.handle.net/11675/5025 http://www.jjcit.org/Volume%2003,%20Number%2003/3-DOI%2010.5455-jjcit.71-1501152301.pdf |
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| _version_ | 1870679713985331200 |
|---|---|
| author | Al-Abdallah, Raed Z. |
| author2 | Ameera S. Jaradat Abu Doush, Iyad Jaradatm, Yazan |
| author2_role | author author author |
| author_facet | Al-Abdallah, Raed Z. Ameera S. Jaradat Abu Doush, Iyad Jaradatm, Yazan |
| author_role | author |
| dc.creator.none.fl_str_mv | Al-Abdallah, Raed Z. Ameera S. Jaradat Abu Doush, Iyad Jaradatm, Yazan |
| dc.date.none.fl_str_mv | 2018-11-04T10:06:07Z 2018-11-04T10:06:07Z Dec 2017 |
| dc.identifier.none.fl_str_mv | http://hdl.handle.net/11675/5025 http://www.jjcit.org/Volume%2003,%20Number%2003/3-DOI%2010.5455-jjcit.71-1501152301.pdf |
| dc.publisher.none.fl_str_mv | Jordanian Journal of Computers and Information Technology |
| dc.title.none.fl_str_mv | A Binary classifier based on Firefly Algorithm |
| dc.type.none.fl_str_mv | Journal Article Peer-Reviewed info:eu-repo/semantics/publishedVersion |
| description | 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 |
| id | AUKR_027aa84f88934a6bc6563b00cfae77cf |
| network_acronym_str | AUKR |
| network_name_str | AU Kuwait Rep |
| oai_identifier_str | oai:dspace.auk.edu.kw:11675/5025 |
| publishDate | 2018 |
| publisher.none.fl_str_mv | Jordanian Journal of Computers and Information Technology |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| spelling | A Binary classifier based on Firefly AlgorithmAl-Abdallah, Raed Z.Ameera S. JaradatAbu Doush, IyadJaradatm, YazanThis 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 experimentJordanian Journal of Computers and Information Technology2018-11-04T10:06:07Z2018-11-04T10:06:07ZDec 2017Journal ArticlePeer-Reviewedinfo:eu-repo/semantics/publishedVersionhttp://hdl.handle.net/11675/5025http://www.jjcit.org/Volume%2003,%20Number%2003/3-DOI%2010.5455-jjcit.71-1501152301.pdfoai:dspace.auk.edu.kw:11675/50252022-01-13T09:22:07Z |
| spellingShingle | A Binary classifier based on Firefly Algorithm Al-Abdallah, Raed Z. |
| status_str | publishedVersion |
| title | A Binary classifier based on Firefly Algorithm |
| title_full | A Binary classifier based on Firefly Algorithm |
| title_fullStr | A Binary classifier based on Firefly Algorithm |
| title_full_unstemmed | A Binary classifier based on Firefly Algorithm |
| title_short | A Binary classifier based on Firefly Algorithm |
| title_sort | A Binary classifier based on Firefly Algorithm |
| url | http://hdl.handle.net/11675/5025 http://www.jjcit.org/Volume%2003,%20Number%2003/3-DOI%2010.5455-jjcit.71-1501152301.pdf |