An overview of Fake News DetectionusingBidirectional Long Short-TermMemory(BiLSTM)Models
Abstract
This study aims to provide an overview of the existing research on fake news detection using Bidirectional Long Short-Term Memory (Bi LSTM) models. The paper focuses on the advantages of using Bi LSTM over other machine learning techniques, various feature extraction methods, and the challenges faced in fake news detection. By reviewing the state-of-the-art studies, this survey highlights the performance and effectiveness of Bi LSTM in addressing the fake news detection problem.
Keywords:
BiLSTM, Fake news detection, recurrent neural network, Natural language processingPublished
Issue
Section
License
Copyright (c) 2023 International Journal on Emerging Research Areas

This work is licensed under a Creative Commons Attribution 4.0 International License.
All published work in this journal is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). This license permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
How to Cite
Similar Articles
- M Sreedharsh, S Saurav, Albin Joseph, Sravan Chandran , Lida K Kuriakose, Childhood Epilepsy Syndrome Classification through a Deep Learning Network with Clinical History Integration , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Karthik Vinod, Lakshmy Suresh K, Jeffin Jacob Kurian, K V Manuvardhan, Jacob John, A Survey For Real-Time Energy Monitoring and Management Using IoT and Machine Learning , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Anakin Rajeev, Arya B, Mekha Jose, Archanamol Lalu , Bhadra J , Hand Gesture Recognition Using Deep Learning Techniques-Review , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Dr.Sinciya P.O , Ameena Ismail, Christin Abu, Don P Mathew, Gokul Krishnan G , Enhancing LSD Image Classification Techniques A Literature Review on Classification Techniques , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Akshaya Babu, Amala Saju, Athulya C A, Mary Niya Sebastian, Nisy John Panicker, PlateGuard: Ensuring Security with YOLOv5 ANPR Technology , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Arun Robin, Tijo Thomas Titus, Ms. Minu Cherian, Improved Handwritten Digit Recognition Using Deep Learning Technique , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
- Akhil Mohan , E R Sreema, Leshma Mohandas , P U Prabath, Saeedh Mohammed , Virtual Air Canvas , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Raihana Rasaldeen, Stefi Marshal Fernandez, Irin Rose Jaison, Ria Mariam , A Comparative Study of AI Models and AI-Based Approaches for Evaluating Subjective Answers in Exams , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Anumol V S, Elna S Bijo, Neha Maria Joji, Siya Varghese, Teena George, AI-Based Medicinal Plant Identification Using Deep Learning for Mobile Applications , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Lis Jose , Achyuth P Murali, Christin Joseph Shaji, Christy Kunjumon Peter , Multiple Detection and Diagnosis of Skin Diseases using CNN , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
You may also start an advanced similarity search for this article.
