Abstract
“Unless and until our society recognizes cyber bullying for what it is, the suffering of thousands of silent victims will continue.” ~ Anna Maria Chavez. There had been series of research on cyber bullying which are unable to provide reliable solution to cyber bullying. In this research work, we were able to provide a permanent solution to this by developing a model capable of detecting and intercepting bullying incoming and outgoing messages with 92% accuracy. We also developed a chatbot automation messaging system to test our model leading to the development of Artificial Intelligence powered anti-cyber bullying system using machine learning algorithm of Multinomial Naïve Bayes (MNB) and optimized linear Support Vector Machine (SVM). Our model is able to detect and intercept bullying outgoing and incoming bullying messages and take immediate action.
Keywords—Cyberbullying; anti cyberbullying; machine learning; NLP; social media; multinomial Naïve Bayes; support vector machine
Ige, T. & Adewale, S (2022). AI Powered Anti-Cyber Bullying System using Machine Learning Algorithm of Multinomial Naïve Bayes and Optimized Linear Support Vector Machine. Afribary. Retrieved from https://afribary.com/works/paper-2-ai-powered-anti-cyber-bullying-system-using-machine-learning-algorithm
Ige, Tosin, and Sikiru Adewale "AI Powered Anti-Cyber Bullying System using Machine Learning Algorithm of Multinomial Naïve Bayes and Optimized Linear Support Vector Machine" Afribary. Afribary, 01 Jun. 2022, https://afribary.com/works/paper-2-ai-powered-anti-cyber-bullying-system-using-machine-learning-algorithm. Accessed 27 Nov. 2024.
Ige, Tosin, and Sikiru Adewale . "AI Powered Anti-Cyber Bullying System using Machine Learning Algorithm of Multinomial Naïve Bayes and Optimized Linear Support Vector Machine". Afribary, Afribary, 01 Jun. 2022. Web. 27 Nov. 2024. < https://afribary.com/works/paper-2-ai-powered-anti-cyber-bullying-system-using-machine-learning-algorithm >.
Ige, Tosin and Adewale, Sikiru . "AI Powered Anti-Cyber Bullying System using Machine Learning Algorithm of Multinomial Naïve Bayes and Optimized Linear Support Vector Machine" Afribary (2022). Accessed November 27, 2024. https://afribary.com/works/paper-2-ai-powered-anti-cyber-bullying-system-using-machine-learning-algorithm