A Machine Learning Technique to Identifying the Cyber bullying in Social Media

Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi Gangaraboina; Dr. Deena Babu Mandru

A Machine Learning Technique to Identifying the Cyber bullying in Social Media

May 2022

Vol-8, Issue-3

Paper ID: 16912

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

IT

Keywords

Cyberbullying Social Media NLP Semi-supervised learning feature extraction.

Abstract

Cyberbullying is a major problem encountered on internet that affects teenagers and adults. It has lead to mishappenings like suicide and depression. Regulation of content on Social media platforms has become a growing need. The following study uses data from two different forms of cyber bullying, hate speech tweets from Twittter and comments based on personal attacks from Wikipedia forums to build a model based on detection of Cyberbullying in text data using Natural Language Processing (NLP) and Machine learning. Three methods for Feature extraction and four classifiers are studied to outline the best approach. For Tweet data the model provides accuracies above 90% and for Wikipedia data it gives accuracies above 80%.

License

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

Author Information

#	Name	Institute / Affiliation
1	Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi Gangaraboina	Malla Reddy Engineering College
2	Dr. Deena Babu Mandru	Malla Reddy Engineering College

How to Cite

Use the following formats to cite this article in your research.

APA Style

Gangaraboina, Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi & Mandru, Dr. Deena Babu (2022). A Machine Learning Technique to Identifying the Cyber bullying in Social Media. International Journal of Advance Research and Innovative Ideas In Education, 8(3), 1962-1966.

MLA Style

Gangaraboina, Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi, and Dr. Deena Babu Mandru. "A Machine Learning Technique to Identifying the Cyber bullying in Social Media." International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 3, 2022, pp. 1962-1966.

IEEE Style

Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi Gangaraboina and Dr. Deena Babu Mandru, "A Machine Learning Technique to Identifying the Cyber bullying in Social Media," International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 3, pp. 1962-1966, 2022.

Vancouver Style

Gangaraboina Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi, Mandru Dr. Deena Babu. A Machine Learning Technique to Identifying the Cyber bullying in Social Media. International Journal of Advance Research and Innovative Ideas In Education. 2022;8(3):1962-1966.

Harvard Style

Gangaraboina, Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi & Mandru, Dr. Deena Babu (2022) 'A Machine Learning Technique to Identifying the Cyber bullying in Social Media', International Journal of Advance Research and Innovative Ideas In Education, 8(3), pp. 1962-1966.

Chicago Style

Gangaraboina, Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi and Dr. Deena Babu Mandru. "A Machine Learning Technique to Identifying the Cyber bullying in Social Media." International Journal of Advance Research and Innovative Ideas In Education 8, no. 3 (2022): 1962-1966.

Turabian Style

Gangaraboina, Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi and Dr. Deena Babu Mandru. "A Machine Learning Technique to Identifying the Cyber bullying in Social Media." International Journal of Advance Research and Innovative Ideas In Education 8, no. 3 (2022): 1962-1966.