Formosa Journal of Multidisciplinary Research (FJMR)
Vol. 4 No. 4 (2025): April 2025

Analyzing and Predicting Emotional Responses in Cyber Bullying Cases: A Deep Learning Approach

Nisher Ahmed (Westcliff University)
Md Emran Hossain (Westcliff University)
Zakir Hossain (California State University, Northridge)
Md Farhad Kabir (University of Southern California)
Iffat Sania Hossain (California State University)



Article Info

Publish Date
27 Apr 2025

Abstract

Cyberbullying is a threat on any  digital platform, and it can have a very harmful and emotional effect on the person receiving these types of comments. Here, we present a deep learning framework that utilizes NLP-based and neural network-based approaches to analyze and predict the  emotional responses associated with cyberbullying incidents. The model is trained and evaluated using a curated dataset of social media posts labeled  with emotions like anger, sadness, fear, and neutrality. Tokenization, lemmatization, and word embeddings (GloVe, BERT, etc.) are  the different preprocessing methods used to represent textual data. Write. Multiple architectures, such as CNNs, LSTM networks,  and transformer-based approaches, are compared to achieve high accuracy in emotional response classification. Experimental results  show that transformer models outperform traditional learning models for precision and recall. The results can lead to intelligent monitoring systems that identify harmful emotional content  followed by necessary, timely interventions. Such  research shows promise for AI-driven emotion analysis to support safer online environments.

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Journal Info

Abbrev

fjmr

Publisher

Subject

Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Education Social Sciences

Description

Formosa Journal of Multidisciplinary Research (FJMR) is a multidisciplinary journal published by Formosa Publisher. Formosa Journal of Multidisciplinary Research (FJMR) is published every month (monthly). Formosa Journal of Multidisciplinary Research (FJMR) is a peer reviewed, open access, and ...