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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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Authors
Dr. C .V. Madhusudan Reddy Ph.D,S D SUPRAJA,UTUKURU MOUNIKA,YANDAPALLI VASAVI,ARIGELA HARITHA
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Keywords
-- Text Classification, Cyber bullying Detection ,Social Media Monitoring, Sentiment Analysis, Behavioral Pattern Analysis, Machine Learning Models.
Abstract
The goal of this project is to create an automated system for detecting cyberbullying on social
media platforms using Natural Language Processing (NLP) for text classification and Machine
Learning for behavioral analysis. Cyberbullying, a growing issue in online interactions, often
leads to significant psychological and emotional harm, especially among young users. This
project employs NLP techniques to identify and classify harmful content, distinguishing it from
neutral or positive interactions based on linguistic patterns, sentiment, and tone. Text data from
various social media sources, annotated with labels for bullying and non-bullying content,
serves as the dataset.
The first phase involves data preprocessing, including text cleaning, tokenization, and word
embedding techniques such as Word2Vec or BERT embeddings to capture semantic meaning.
With these prepared data inputs, machine learning models such as Support Vector Machines
(SVM), Random Forest, or deep learning models like Recurrent Neural Networks (RNNs) and
Transformers are trained to classify text accurately.
To enhance detection accuracy, this project also includes behavioral analysis by examining user
interaction patterns, frequency of harmful words, and network analysis to track the dynamics
of cyberbullying incidents. Integrating these analyses enables the model to detect complex
bullying patterns that rely not only on language but also on behavioral indicators. This system
aims to provide social media platforms with a reliable tool to flag and mitigate cyberbullying,
promoting safer online environments.
IJCRT's Publication Details
Unique Identification Number - IJCRT2504436
Paper ID - 281714
Author type - Indian Author
Page Number(s) - d762-d767
Pubished in - Volume 13 | Issue 4 | April 2025
DOI (Digital Object Identifier) -
No Of Downloads - 84
Author Country - India, 518360, Yemmiganur, Yemmiganur, 518360, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
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Dr. C .V. Madhusudan Reddy Ph.D,S D SUPRAJA,UTUKURU MOUNIKA,YANDAPALLI VASAVI,ARIGELA HARITHA, "CYBERBULLYING PERCEPTION ON SOCIAL MEDIA USING NLP", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 4, pp.d762-d767, April 2025, Available at :http://www.ijcrt.org/papers/IJCRT2504436.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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