A Binary Classification Algorithm Based on Polyhedral Conic Functions
Data classification is one of the main techniques of data mining. Different mathematical programming approaches of the data classification were presented in recent years. A technique that uses polyhedral conic functions (PCF) is an effective method for data classification. We present a modified clas...
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| Format: | Article |
| Language: | English |
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Düzce University
2015-01-01
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| Series: | Düzce Üniversitesi Bilim ve Teknoloji Dergisi |
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| Online Access: | https://dergipark.org.tr/tr/download/article-file/56335 |
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| author | Nur Uylaş Satı |
| author_facet | Nur Uylaş Satı |
| author_sort | Nur Uylaş Satı |
| collection | DOAJ |
| description | Data classification is one of the main techniques of data mining. Different mathematical programming approaches of the data classification were presented in recent years. A technique that uses polyhedral conic functions (PCF) is an effective method for data classification. We present a modified classification algorithm based on PCF functions. Results of numerical experiments on real-world and synthetic data sets demonstrate that the proposed approach is efficient for solving binary data classification problems. |
| format | Article |
| id | doaj-art-5ef6a04abee245dca1df7125aecde97f |
| institution | Kabale University |
| issn | 2148-2446 |
| language | English |
| publishDate | 2015-01-01 |
| publisher | Düzce University |
| record_format | Article |
| series | Düzce Üniversitesi Bilim ve Teknoloji Dergisi |
| spelling | doaj-art-5ef6a04abee245dca1df7125aecde97f2025-08-20T03:54:08ZengDüzce UniversityDüzce Üniversitesi Bilim ve Teknoloji Dergisi2148-24462015-01-013115216197A Binary Classification Algorithm Based on Polyhedral Conic FunctionsNur Uylaş SatıData classification is one of the main techniques of data mining. Different mathematical programming approaches of the data classification were presented in recent years. A technique that uses polyhedral conic functions (PCF) is an effective method for data classification. We present a modified classification algorithm based on PCF functions. Results of numerical experiments on real-world and synthetic data sets demonstrate that the proposed approach is efficient for solving binary data classification problems.https://dergipark.org.tr/tr/download/article-file/56335mathematical programmingpolyhedral conic functionsclassificationclusteringmatematiksel programlamaçokyüzlü konik fonksiyonlarsınıflandırmakümeleme |
| spellingShingle | Nur Uylaş Satı A Binary Classification Algorithm Based on Polyhedral Conic Functions Düzce Üniversitesi Bilim ve Teknoloji Dergisi mathematical programming polyhedral conic functions classification clustering matematiksel programlama çokyüzlü konik fonksiyonlar sınıflandırma kümeleme |
| title | A Binary Classification Algorithm Based on Polyhedral Conic Functions |
| title_full | A Binary Classification Algorithm Based on Polyhedral Conic Functions |
| title_fullStr | A Binary Classification Algorithm Based on Polyhedral Conic Functions |
| title_full_unstemmed | A Binary Classification Algorithm Based on Polyhedral Conic Functions |
| title_short | A Binary Classification Algorithm Based on Polyhedral Conic Functions |
| title_sort | binary classification algorithm based on polyhedral conic functions |
| topic | mathematical programming polyhedral conic functions classification clustering matematiksel programlama çokyüzlü konik fonksiyonlar sınıflandırma kümeleme |
| url | https://dergipark.org.tr/tr/download/article-file/56335 |
| work_keys_str_mv | AT nuruylassatı abinaryclassificationalgorithmbasedonpolyhedralconicfunctions AT nuruylassatı binaryclassificationalgorithmbasedonpolyhedralconicfunctions |