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 …

A survey of opinion mining in Arabic: A comprehensive system perspective covering challenges and advances in tools, resources, models, applications, and …

G Badaro, R Baly, H Hajj, W El-Hajj… - ACM Transactions on …, 2019 - dl.acm.org
Opinion-mining or sentiment analysis continues to gain interest in industry and academics.
While there has been significant progress in develo** models for sentiment analysis, the …

SemEval-2017 task 4: Sentiment analysis in Twitter

S Rosenthal, N Farra, P Nakov - arxiv preprint arxiv:1912.00741, 2019 - arxiv.org
This paper describes the fifth year of the Sentiment Analysis in Twitter task. SemEval-2017
Task 4 continues with a rerun of the subtasks of SemEval-2016 Task 4, which include …

A comparative study of effective approaches for Arabic sentiment analysis

IA Farha, W Magdy - Information Processing & Management, 2021 - Elsevier
Sentiment analysis (SA) is a natural language processing (NLP) application that aims to
analyse and identify sentiment within a piece of text. Arabic SA started to receive more …

Mazajak: An online Arabic sentiment analyser

IA Farha, W Magdy - Proceedings of the fourth arabic natural …, 2019 - aclanthology.org
Sentiment analysis (SA) is one of the most useful natural language processing applications.
Literature is flooding with many papers and systems addressing this task, but most of the …

A deep learning-based approach for multi-label emotion classification in tweets

M Jabreel, A Moreno - Applied Sciences, 2019 - mdpi.com
Currently, people use online social media such as Twitter or Facebook to share their
emotions and thoughts. Detecting and analyzing the emotions expressed in social media …

A closer look at classification evaluation metrics and a critical reflection of common evaluation practice

J Opitz - Transactions of the Association for Computational …, 2024 - direct.mit.edu
Classification systems are evaluated in a countless number of papers. However, we find that
evaluation practice is often nebulous. Frequently, metrics are selected without arguments …

On the evaluation and combination of state-of-the-art features in Twitter sentiment analysis

J Carvalho, A Plastino - Artificial Intelligence Review, 2021 - Springer
Sentiment analysis of short informal texts, such as tweets, remains a challenging task due to
their particular characteristics. Much effort has been made in the literature of Twitter …

EMOCOV: Machine learning for emotion detection, analysis and visualization using COVID-19 tweets

MY Kabir, S Madria - Online Social Networks and Media, 2021 - Elsevier
The adversarial impact of the Covid-19 pandemic has created a health crisis globally all
over the world. This unprecedented crisis forced people to lockdown and changed almost …

Character level embedding with deep convolutional neural network for text normalization of unstructured data for Twitter sentiment analysis

M Arora, V Kansal - Social Network Analysis and Mining, 2019 - Springer
On social media platforms such as Twitter and Facebook, people express their views,
arguments, and emotions of many events in daily life. Twitter is an international …