Machine Learning Applications based on SVM Classification A Review
Extending technologies and data development culminated in the need for quicker and more reliable processing of massive data sets. Machine Learning techniques are used excessively. This paper, therefore, attempts to deal with data processing, using a support vector machine (SVM) algorithm in differe...
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| Format: | Article |
| Language: | English |
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Qubahan
2021-04-01
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| Series: | Qubahan Academic Journal |
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| Online Access: | https://journal.qubahan.com/index.php/qaj/article/view/50 |
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| author | Dakhaz Mustafa Abdullah Adnan Mohsin Abdulazeez |
| author_facet | Dakhaz Mustafa Abdullah Adnan Mohsin Abdulazeez |
| author_sort | Dakhaz Mustafa Abdullah |
| collection | DOAJ |
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Extending technologies and data development culminated in the need for quicker and more reliable processing of massive data sets. Machine Learning techniques are used excessively. This paper, therefore, attempts to deal with data processing, using a support vector machine (SVM) algorithm in different fields since it is a reliable, efficient classification method in the area of machine learning. Accordingly, many works have been explored in this paper to cover the use of SVM classifier. Classification based on SVM has been used in many fields like face recognition, diseases diagnostics, text recognition, sentiment analysis, plant disease identification and intrusion detection system for network security application. Based on this study, it can be concluded that SVM classifier has obtained high accuracy results in most of the applications, specifically, for face recognition and diseases identification applications.
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| format | Article |
| id | doaj-art-f7609f50ed364052893482e8c98daac2 |
| institution | Kabale University |
| issn | 2709-8206 |
| language | English |
| publishDate | 2021-04-01 |
| publisher | Qubahan |
| record_format | Article |
| series | Qubahan Academic Journal |
| spelling | doaj-art-f7609f50ed364052893482e8c98daac22025-02-03T10:12:53ZengQubahanQubahan Academic Journal2709-82062021-04-011210.48161/qaj.v1n2a5050Machine Learning Applications based on SVM Classification A ReviewDakhaz Mustafa Abdullah0Adnan Mohsin Abdulazeez1Technical College of Informatics, Akre Duhok Polytechnic University Duhok, IraqResearch Center of Duhok Polytechnic University Duhok Polytechnic University Duhok, Iraq Extending technologies and data development culminated in the need for quicker and more reliable processing of massive data sets. Machine Learning techniques are used excessively. This paper, therefore, attempts to deal with data processing, using a support vector machine (SVM) algorithm in different fields since it is a reliable, efficient classification method in the area of machine learning. Accordingly, many works have been explored in this paper to cover the use of SVM classifier. Classification based on SVM has been used in many fields like face recognition, diseases diagnostics, text recognition, sentiment analysis, plant disease identification and intrusion detection system for network security application. Based on this study, it can be concluded that SVM classifier has obtained high accuracy results in most of the applications, specifically, for face recognition and diseases identification applications. https://journal.qubahan.com/index.php/qaj/article/view/50MLClassificationSVMApplications |
| spellingShingle | Dakhaz Mustafa Abdullah Adnan Mohsin Abdulazeez Machine Learning Applications based on SVM Classification A Review Qubahan Academic Journal ML Classification SVM Applications |
| title | Machine Learning Applications based on SVM Classification A Review |
| title_full | Machine Learning Applications based on SVM Classification A Review |
| title_fullStr | Machine Learning Applications based on SVM Classification A Review |
| title_full_unstemmed | Machine Learning Applications based on SVM Classification A Review |
| title_short | Machine Learning Applications based on SVM Classification A Review |
| title_sort | machine learning applications based on svm classification a review |
| topic | ML Classification SVM Applications |
| url | https://journal.qubahan.com/index.php/qaj/article/view/50 |
| work_keys_str_mv | AT dakhazmustafaabdullah machinelearningapplicationsbasedonsvmclassificationareview AT adnanmohsinabdulazeez machinelearningapplicationsbasedonsvmclassificationareview |