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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Paper Title
DETECTION AND COMPARATIVE ANALYSIS OF CYBERBULLYING BEHAVIOR IN TWITTER DATA USING MULTICLASS CLASSIFICATION ALGORITHMS
Authors
Shreedhar Chavan, Nishad Marathe, Prasad Thorat, K.S. Charumathi
Keywords
Cyberbullying, Machine Learning, Twitter, Multiclass Classification
Abstract
Cyberbullying or cyber harassment is a form of bullying or harassment using electronic means. Cyberbullying and cyber harassment are also known as online bullying. It has become increasingly common, especially among teenagers, as the digital sphere has expanded and technology has advanced. In this research, we have addressed the problem of cyberbullying detection on Twitter Data Set. Various inbuilt Multiclass Classification Algorithms in Python such as Naive Bayes, Decision tree, Random Forest, K Nearest Neighbor(KNN), Support Vector Machine (SVM), and Natural Language Processing(NLP) techniques are used to classify bullying and non-bullying tweets and performance of these algorithms is compared and model with highest accuracy is selected for the prediction. Bullying tweets will be reported to the nearest Cyber Crime Branch.
IJCRT's Publication Details
Unique Identification Number - IJCRT2203474
Paper ID - 217321
Page Number(s) - e167-e175
Pubished in - Volume 10 | Issue 3 | March 2022
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Shreedhar Chavan, Nishad Marathe, Prasad Thorat, K.S. Charumathi, "DETECTION AND COMPARATIVE ANALYSIS OF CYBERBULLYING BEHAVIOR IN TWITTER DATA USING MULTICLASS CLASSIFICATION ALGORITHMS", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.10, Issue 3, pp.e167-e175, March 2022, Available at :http://www.ijcrt.org/papers/IJCRT2203474.pdf
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Volume 12 | Issue 7
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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