Investigation of three machine learning models for the detection of emails spam

المؤلفون المشاركون

al-Mabruk, Abd al-Salam Ashur
Ibrahim, Salih Musa
Ali, Miftah Emtir
Mansur, Muhammad Salih

المصدر

The North African Journal of Scientific Publishing

العدد

المجلد 1، العدد 1 (31 يناير/كانون الثاني 2023)، ص ص. 13-23، 11ص.

الناشر

الأكاديمية الإفريقية للدراسات المتقدمة

تاريخ النشر

2023-01-31

دولة النشر

ليبيا

عدد الصفحات

11

التخصصات الرئيسية

العلوم الهندسية والتكنولوجية (متداخلة التخصصات)

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 20-23

رقم السجل

BIM-1504729