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Call for Papers:Vol.11 Issue.3

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Title: :  A Machine Learning Technique to Identifying the Cyber bullying in Social Media
PaperId: :  16912
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-16912
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi GangaraboinaMalla Reddy Engineering College
Dr. Deena Babu MandruMalla Reddy Engineering College

Abstract

IT
Cyberbullying, Social Media, NLP, Semi-supervised learning, feature extraction.
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%.

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IJARIIE 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 Volume 8 Issue 3 2022 Page 1962-1966
MLA 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 8.3(2022) : 1962-1966.
APA Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi Gangaraboina, & Dr. Deena Babu Mandru. (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.
Chicago 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 8, no. 3 (2022) : 1962-1966.
Oxford 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, 2022, p. 1962-1966. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Machine_Learning_Technique_to_Identifying_the_Cyber_bullying_in_Social_Media_ijariie16912.pdf (Accessed : 13 July 2023).
Harvard Nissankara Taraka Ramchand, Alekhya Narala, Rambabu Gouru, Vamshi Gangaraboina, and Dr. Deena Babu Mandru. (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. 1962-1966IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Machine_Learning_Technique_to_Identifying_the_Cyber_bullying_in_Social_Media_ijariie16912.pdf (Accessed : 13 July 2023)
IEEE 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, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Machine_Learning_Technique_to_Identifying_the_Cyber_bullying_in_Social_Media_ijariie16912.pdf [Accessed : 13 July 2023].
Turabian 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 [Online]. volume 8 number 3 (13 July 2023).
Vancouver 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 [Internet]. 2022 [Cited : 13 July 2023]; 8(3) : 1962-1966. Available from: https://ijariie.com/AdminUploadPdf/A_Machine_Learning_Technique_to_Identifying_the_Cyber_bullying_in_Social_Media_ijariie16912.pdf
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