Arabic Fake News Detection: Comparative Study of Neural Networks and Transformer-Based Approaches

Arabic Fake News Detection: Comparative Study of Neural Networks and Transformer-Based Approaches

Fake news detection (FND) involves predicting the likelihood that a particular news article (news report, editorial, expose, etc.) is intentionally deceptive. Arabic FND started to receive more attention in the last decade, and many detection approaches demonstrated some ability to detect fake news...

Full description

Bibliographic Details
Main Authors:	Maha Al-Yahya, Hend Al-Khalifa, Heyam Al-Baity, Duaa AlSaeed, Amr Essam
Format:	Article
Language:	English
Published:	Hindawi-Wiley 2021-01-01
Series:	Complexity
Online Access:	http://dx.doi.org/10.1155/2021/5516945

Similar Items

Detection of Hate Speech in COVID-19–Related Tweets in the Arab Region: Deep Learning and Topic Modeling Approach
by: Alshalan, Raghad, et al.
Published: (2020-12-01)

Leveraging the Power of Deep Learning Technique for Creating an Intelligent, Context-Aware, and Adaptive M-Learning Model
by: Muhammad Adnan, et al.
Published: (2021-01-01)

Teaching Programming to Students with Vision Impairment: Impact of Tactile Teaching Strategies on Student’s Achievements and Perceptions
by: Hind Alotaibi, et al.
Published: (2020-07-01)

Error Detection for Arabic Text Using Neural Sequence Labeling
by: Nora Madi, et al.
Published: (2020-07-01)

OPCNN-FAKE: Optimized Convolutional Neural Network for Fake News Detection
by: Hager Saleh, et al.
Published: (2021-01-01)

Social Media Fake News in India
by: Md. Sayeed Al-Zaman
Published: (2021-02-01)

TOWARD ACHIEVING QUALITY IN FACULTY-LOAD ALLOCATION: A DEVELOPED FACULTY-LOAD-MANAGEMENT SYSTEM
by: Duaa AlSaeed
Published: (2020-12-01)

Political Memes and Fake News Discourses on Instagram
by: Ahmed Al-Rawi
Published: (2021-03-01)

A System for Decoding and Coloring Arabic Text for Language Learners
by: Hend S. Al-Khalifa
Published: (2019-01-01)

An Evolutionary Fake News Detection Method for COVID-19 Pandemic Information
by: Bilal Al-Ahmad, et al.
Published: (2021-06-01)

Fake News or Fake Democracy？On Fake News and Democratic System
by: LU, YI-JU, et al.
Published: (2019)

Introduction to the special issue on Arabic NLP: Current state and future challenges
by: Hend S. Al-Khalifa
Published: (2014-12-01)

Readability of written medicine information materials in Arabic language: expert and consumer evaluation
by: Sinaa Al Aqeel, et al.
Published: (2018-02-01)

“Fake Tan” or “Fake News”?
by: Georg Meyer, et al.
Published: (2020-04-01)

A System for Sentiment Analysis of Colloquial Arabic Using Human Computation
by: Afnan S. Al-Subaihin, et al.
Published: (2014-01-01)

Impact of Dataset Size on Classification Performance: An Empirical Evaluation in the Medical Domain
by: Alhanoof Althnian, et al.
Published: (2021-01-01)

Impact of Dataset Size on Classification Performance: An Empirical Evaluation in the Medical Domain
by: Althnian, Alhanoof, et al.
Published: (2021)

A hybrid model for fake news detection: Leveraging news content and user comments in fake news
by: Marwan Albahar
Published: (2021-03-01)

Impact of Dataset Size on Classification Performance: An Empirical Evaluation in the Medical Domain
by: Althnian, Alhanoof, et al.
Published: (2022)

What Is (Fake) News? Analyzing News Values (and More) in Fake Stories
by: Edson C. Tandoc Jr., et al.
Published: (2021-02-01)

Analyzing Passive BCI Signals to Control Adaptive Automation Devices
by: Ghada Al-Hudhud, et al.
Published: (2019-07-01)

Sobre fake news e fake History
by: Rosali Fernandez de Souza, et al.
Published: (2021-09-01)

A7׳ta: Data on a monolingual Arabic parallel corpus for grammar checking
by: Nora Madi, et al.
Published: (2019-02-01)

Deep Learning Approach for Multimodal Biometric Recognition System Based on Fusion of Iris, Face, and Finger Vein Traits
by: Nada Alay, et al.
Published: (2020-09-01)

On the Scalability of Machine-Learning Algorithms for Breast Cancer Prediction in Big Data Context
by: Sara Alghunaim, et al.
Published: (2019-01-01)

Cognitively Driven Arabic Text Readability Assessment Using Eye-Tracking
by: Ibtehal Baazeem, et al.
Published: (2021-09-01)

Phenomenon of Fake News
by: Pasławska Paulina, et al.
Published: (2018-12-01)

Fake news in healthcare
by: Robbins RA
Published: (2017-10-01)

Misinformation with fake news
by: M. BOTEI
Published: (2017-12-01)

The Psychology of Fake News
by: Pennycook, Gordon, et al.
Published: (2022)

Text Analysis and Detection on Fake News
by: CHEN, PO-HONG, et al.
Published: (2018)

Scoring Model for the Detection of Fake News
by: Pop Mihai-Ionuț
Published: (2020-03-01)

Machine learning for detection of fake news
by: O'Brien, Nicole (Nicole J.)
Published: (2018)

Sentiment Analysis for Fake News Detection
by: Miguel A. Alonso, et al.
Published: (2021-06-01)

Fake Detect: A Deep Learning Ensemble Model for Fake News Detection
by: Nida Aslam, et al.
Published: (2021-01-01)

Combating Fake News in “Low-Resource” Languages: Amharic Fake News Detection Accompanied by Resource Crafting
by: Fantahun Gereme, et al.
Published: (2021-01-01)

SynoExtractor: A Novel Pipeline for Arabic Synonym Extraction Using Word2Vec Word Embeddings
by: Rawan N. Al-Matham, et al.
Published: (2021-01-01)

Combating fake news with adversarial domain adaptation and neural models
by: Xu, Brian(Brian W.)
Published: (2019)

Fake News Detection using Machine Learning
by: Kulkarni Prasad, et al.
Published: (2021-01-01)

Unsupervised Fake News Detection Based on Autoencoder
by: Dun Li, et al.
Published: (2021-01-01)

Cannot write session to /tmp/vufind_sessions/sess_u14nlec6tmocdgfhvvucak0obg