A comprehensive survey of arabic sentiment analysis

M Al-Ayyoub, AA Khamaiseh, Y Jararweh… - Information processing & …, 2019 - Elsevier
Sentiment analysis (SA) is a continuing field of research that lies at the intersection of many
fields such as data mining, natural language processing and machine learning. It is …

Arabic sentiment analysis: A systematic literature review

A Ghallab, A Mohsen, Y Ali - … Computational Intelligence and …, 2020 - Wiley Online Library
With the recently grown attention from different research communities for opinion mining,
there is an evolving body of work on Arabic Sentiment Analysis (ASA). This paper introduces …

Deep Recurrent neural network vs. support vector machine for aspect-based sentiment analysis of Arabic hotels' reviews

M Al-Smadi, O Qawasmeh, M Al-Ayyoub… - Journal of computational …, 2018 - Elsevier
In this research, state-of-the-art approaches based on supervised machine learning are
presented to address the challenges of aspect-based sentiment analysis (ABSA) of Arabic …

Using long short-term memory deep neural networks for aspect-based sentiment analysis of Arabic reviews

M Al-Smadi, B Talafha, M Al-Ayyoub… - International Journal of …, 2019 - Springer
This paper proposes a state-of-the-art research for aspect-based sentiment analysis of
Arabic Hotels' reviews using two implementations of long short-term memory (LSTM) neural …

Enhancing aspect-based sentiment analysis of Arabic hotels' reviews using morphological, syntactic and semantic features

M Al-Smadi, M Al-Ayyoub, Y Jararweh… - Information Processing & …, 2019 - Elsevier
This research presents an enhanced approach for Aspect-Based Sentiment Analysis (ABSA)
of Hotels' Arabic reviews using supervised machine learning. The proposed approach …

Deep learning for Arabic NLP: A survey

M Al-Ayyoub, A Nuseir, K Alsmearat, Y Jararweh… - Journal of computational …, 2018 - Elsevier
The recent advances in deep learning (DL) have caused breakthroughs in many fields such
as computer vision, natural language processing (NLP) and speech processing. Many DL …

Towards Arabic aspect-based sentiment analysis: A transfer learning-based approach

R Bensoltane, T Zaki - Social Network Analysis and Mining, 2022 - Springer
Aspect-based sentiment analysis (ABSA) is a fine-grained sentiment analysis task that aims
to extract the discussed aspects and identify their corresponding sentiment polarities from a …

BERT-based model for aspect-based sentiment analysis for analyzing arabic open-ended survey responses: a case study

KA Alshaikh, OA Almatrafi, YB Abushark - IEEE Access, 2023 - ieeexplore.ieee.org
Educational institutions typically gather feedback from beneficiaries through formal surveys.
Offering open-ended questions allows students to express their opinions about matters that …

Enhancing Arabic aspect-based sentiment analysis using deep learning models

S Al-Dabet, S Tedmori, ALS Mohammad - Computer Speech & Language, 2021 - Elsevier
Aspect-based sentiment analysis is a special type of sentiment analysis that aims to identify
the discussed aspects and their sentiment polarities in a given review. In this paper, two …

Arabic aspect-based sentiment analysis: A systematic literature review

R Obiedat, D Al-Darras, E Alzaghoul… - IEEE Access, 2021 - ieeexplore.ieee.org
Recently sentiment analysis in Arabic has attracted much attention from researchers. A
modest number of studies have been conducted on Arabic sentiment analysis. However …