Fake News Detection in Social Networks using Machine Learning: A Review

Sonali Raturi, Amit Kumar Mishra, Srabanti Maji

2021

Abstract

Fake News is spreading so rapidly these days. This is basically a low quality news that is generated to targeted someone. This could be created for financial gain or political gain. In no time, Millions of tweets are generated and that could be false, people start believing in fake news when there is not enough information available to examine whether the information or the tweet that has created is true or false and also people start believing in information that they hear frequently and that could be false. It has been continuing since traditional media but now it is easier in social media to share or comment such false information. With the growth of these false news or information, it is impossible to manually filter such news. So, there are some computational approach to recognize fake news with different Machine Learning Algorithms like SVM, Naïve Bayes etc. In this review paper, mentioned different types of techniques required to detect hoax news. Also discussed different methods used in existing models with their accuracy.

Paper Citation

in Harvard Style

Raturi S., Mishra A. and Maji S. (2021). Fake News Detection in Social Networks using Machine Learning: A Review. In Proceedings of the 3rd International Conference on Advanced Computing and Software Engineering - Volume 1: ICACSE, ISBN 978-989-758-544-9, pages 177-181. DOI: 10.5220/0010564800003161

in Bibtex Style

@conference{icacse21,
author={Sonali Raturi and Amit Kumar Mishra and Srabanti Maji},
title={Fake News Detection in Social Networks using Machine Learning: A Review},
booktitle={Proceedings of the 3rd International Conference on Advanced Computing and Software Engineering - Volume 1: ICACSE,},
year={2021},
pages={177-181},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010564800003161},
isbn={978-989-758-544-9},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference on Advanced Computing and Software Engineering - Volume 1: ICACSE,
TI - Fake News Detection in Social Networks using Machine Learning: A Review
SN - 978-989-758-544-9
AU - Raturi S.
AU - Mishra A.
AU - Maji S.
PY - 2021
SP - 177
EP - 181
DO - 10.5220/0010564800003161