Cyber Bullying Detection on Social Media using Machine Learning

Authors

  • K. Mahesh  Computer Science and Engineering, CMR Technical Campus (CMRTC), Hyderabad, India
  • Suwarna Gothane  Computer Science and Engineering, CMR Technical Campus (CMRTC), Hyderabad, India
  • Aashish Toshniwal  Computer Science and Engineering, CMR Technical Campus (CMRTC), Hyderabad, India
  • Vinay Nagarale  Computer Science and Engineering, CMR Technical Campus (CMRTC), Hyderabad, India
  • Harish Gopu  Computer Science and Engineering, CMR Technical Campus (CMRTC), Hyderabad, India

DOI:

https://doi.org/10.32628/CSEIT217381

Keywords:

Cyberbullying, social media, Support Vector Machine, Naïve Bayes, Test-Train Split, Classification, Detection

Abstract

From the day internet came into existence, the era of social networking sprouted. In the beginning, no one may have thought internet would be a host of numerous amazing services like the social networking. Today we can say that online applications and social networking websites have become a non-separable part of one’s life. Many people from diverse age groups spend hours daily on such websites. Despite the fact that people are emotionally connected together through social media, these facilities bring along big threats with them such as cyber-attacks, which includes cyberbullying.

References

  1. Amanpreet Singh, Maninder Kaur, "Content-based Cybercrime Detection: A Concise Review”, International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-8 Issue-8, pages 1193-1207, 2019.
  2. Ying Chen, Yilu Zhou, Sencun Zhu, and Heng Xu. “Detecting offensive language in social media to protect adolescent online safety”. In Privacy, Security, Risk and Trust (PASSAT), 2012 International Conference on and 2012 International Conference on Social Computing (SocialCom), pages 71– 80. IEEE, 2012.
  3. K. Jedrzejewski and M. Morzy, “Opinion Mining and Social Networks: A Promising Match,” 2011 Int. Conf. Adv. Soc. Networks Anal. Min., pp. 599–604, Jul. 2011.
  4. H. Hosseinmardi, S. A. Mattson, R. I. Rafiq, R. Han, Q. Lv, and S. Mishra, “Analysing Labelled Cyberbullying Incidents on the Instagram Social Network.”
  5. Kelly Reynolds, April Kontostathis, Lynne Edwards, "Using Machine Learning to Detect Cyberbullying”, 2011 10th International Conference on Machine Learning and Applications volume 2, pages 241–244. IEEE, 2011.

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

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Published

2021-06-30

Issue

Volume 7, Issue 3, May-June-2021

Section

Research Articles

License

Copyright (c) IJSRCSEIT

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
K. Mahesh, Suwarna Gothane, Aashish Toshniwal, Vinay Nagarale, Harish Gopu, " Cyber Bullying Detection on Social Media using Machine Learning " International Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 7, Issue 3, pp.410-416, May-June-2021. Available at doi : https://doi.org/10.32628/CSEIT217381