A logistic regression algorithm for Arabic hate speech detection

سليج عبدالمنعم

Article Details

A logistic regression algorithm for Arabic hate speech detection

Authors:

سليج عبدالمنعم

Publisher:

Centre de Recherche sur l'Information Scientifique et Technique

Journal:

RIST Vol.27 Issue 2, pp.44-49

Document Type:

Article

Publication Date:

11/2023

Document Language:

English

Document ID (Org No.):

2001408659

pISSN:

2571-9947

Keywords:

Abstract:

 Arabic language is one of the most popular languages and it is widely used in social media networks. In pandemics the spread of fake news, rumors, hate speech and spams increase dramatically which makes the detection of the misinformation sources is very important and vary helpful to control the situation. A lot of Arabic naturel language processing (ANLP) works are proposed in literature to solve such problems, in this paper we propose a time efficient and high precision and accuracy algorithm. 
A classical Machine Learning (ML) logistic regression algorithm used in this ANLP work to detect hate speech, the data of this work are collected from Twitter social media during the COVID-19 pandemic, we use 80% of the data to train our algorithm and 20% of data to test it. The proposed algorithm has high accuracy and precision in the tested comments (a precision of 88.77% an accuracy of 98.48%). This work shows that, the classical ML algorithms have good performances in such problems.

Article Details

A logistic regression algorithm for Arabic hate speech detection

Authors:

سليج عبدالمنعم

Publisher:

Centre de Recherche sur l'Information Scientifique et Technique

Journal:

RIST Vol.27 Issue 2, pp.44-49

Document Type:

Article

Publication Date:

11/2023

Document Language:

English

Document ID (Org No.):

2001408659

pISSN:

2571-9947

hate speech detection

logistic regression

Arabic NLP (ANLP)

naturel language processing (NLP)

Arabic hate speech detection

Issues

Article Details

A logistic regression algorithm for Arabic hate speech detection

Authors: سليج عبدالمنعم

Publisher: Centre de Recherche sur l'Information Scientifique et Technique

Journal: RIST Vol.27 Issue 2, pp.44-49

Document Type: Article

Publication Date: 11/2023

Document Language: English

Document ID (Org No.): 2001408659

pISSN: 2571-9947

hate speech detection

logistic regression

Arabic NLP (ANLP)

naturel language processing (NLP)

Arabic hate speech detection

Issues

Authors:

سليج عبدالمنعم

Publisher:

Centre de Recherche sur l'Information Scientifique et Technique

Journal:

RIST Vol.27 Issue 2, pp.44-49

Document Type:

Article

Publication Date:

11/2023

Document Language:

English

Document ID (Org No.):

2001408659

pISSN:

2571-9947