Investigation of three machine learning models for the detection of emails spam
Joint Authors
al-Mabruk, Abd al-Salam Ashur
Ibrahim, Salih Musa
Ali, Miftah Emtir
Mansur, Muhammad Salih
Source
The North African Journal of Scientific Publishing
Issue
Vol. 1, Issue 1 (31 Jan. 2023), pp.13-23, 11 p.
Publisher
African Academy of Advanced Studies
Publication Date
2023-01-31
Country of Publication
Libya
No. of Pages
11
Main Subjects
Engineering & Technology Sciences (Multidisciplinary)
Abstract EN
Recently, machine learning has been applied to different major areas such as text classification, machine translation, and spam detection.
The great performance of machine learning algorithms in several fields provided humans with opportunities to tackle some of their hard jobs to be handled by machine learning systems.
These tasks seem effortless for machines and need less time as the number of texts or spam that need to be classified is huge.
Hence, in his paper, we propose three different machine-learning models for the task of email spam detection.
The three models are trained and validated on a public spam dataset.
Experimentally, the three models performed differently, and it was seen that the Naïve Bayes outperformed the other machine learning algorithms in terms of accuracy and other evaluation metrics.
American Psychological Association (APA)
al-Mabruk, Abd al-Salam Ashur& Ibrahim, Salih Musa& Ali, Miftah Emtir& Mansur, Muhammad Salih. 2023. Investigation of three machine learning models for the detection of emails spam. The North African Journal of Scientific Publishing،Vol. 1, no. 1, pp.13-23.
https://search.emarefa.net/detail/BIM-1504729
Modern Language Association (MLA)
al-Mabruk, Abd al-Salam Ashur…[et al.]. Investigation of three machine learning models for the detection of emails spam. The North African Journal of Scientific Publishing Vol. 1, no. 1 (Jan. / Mar. 2023), pp.13-23.
https://search.emarefa.net/detail/BIM-1504729
American Medical Association (AMA)
al-Mabruk, Abd al-Salam Ashur& Ibrahim, Salih Musa& Ali, Miftah Emtir& Mansur, Muhammad Salih. Investigation of three machine learning models for the detection of emails spam. The North African Journal of Scientific Publishing. 2023. Vol. 1, no. 1, pp.13-23.
https://search.emarefa.net/detail/BIM-1504729
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 20-23
Record ID
BIM-1504729