A review of sentiment analysis research in Arabic language

O Oueslati, E Cambria, MB HajHmida… - Future Generation …, 2020 - Elsevier
Sentiment analysis is a task of natural language processing that has recently attracted
increasing attention. However, sentiment analysis research has mainly been carried out for …

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 …

ARBERT & MARBERT: Deep bidirectional transformers for Arabic

M Abdul-Mageed, AR Elmadany… - arxiv preprint arxiv …, 2020 - arxiv.org
Pre-trained language models (LMs) are currently integral to many natural language
processing systems. Although multilingual LMs were also introduced to serve many …

Adversarial attacks on deep-learning models in natural language processing: A survey

WE Zhang, QZ Sheng, A Alhazmi, C Li - ACM Transactions on Intelligent …, 2020 - dl.acm.org
With the development of high computational devices, deep neural networks (DNNs), in
recent years, have gained significant popularity in many Artificial Intelligence (AI) …

[HTML][HTML] An effective ensemble deep learning framework for text classification

A Mohammed, R Kora - Journal of King Saud University-Computer and …, 2022 - Elsevier
Over the last decade Deep learning-based models surpasses classical machine learning
models in a variety of text classification tasks. The primary challenge with text classification …

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 …

Improved whale optimization algorithm for feature selection in Arabic sentiment analysis

M Tubishat, MAM Abushariah, N Idris, I Aljarah - Applied Intelligence, 2019 - Springer
To help individuals or companies make a systematic and more accurate decisions,
sentiment analysis (SA) is used to evaluate the polarity of reviews. In SA, feature selection …

Deep bidirectional LSTM network learning-based sentiment analysis for Arabic text

H Elfaik, EH Nfaoui - Journal of Intelligent Systems, 2020 - degruyter.com
Sentiment analysis aims to predict sentiment polarities (positive, negative or neutral) of a
given piece of text. It lies at the intersection of many fields such as Natural Language …

A combined CNN and LSTM model for Arabic sentiment analysis

AM Alayba, V Palade, M England, R Iqbal - … : Second IFIP TC 5, TC 8/WG …, 2018 - Springer
Deep neural networks have shown good data modelling capabilities when dealing with
challenging and large datasets from a wide range of application areas. Convolutional …

[HTML][HTML] Sentiment analysis in Arabic: A review of the literature

N Boudad, R Faizi, ROH Thami, R Chiheb - Ain Shams Engineering …, 2018 - Elsevier
Within the last couple of years, Sentiment Analysis in Arabic has gained a considerable
interest from the research community. In this respect, the objective of this paper is to provide …