Author Login IJIRT Partner Network (IPN) Login

ANALYSING AND DETECTING CYBERBULLYING IN SOCIAL PLATFORMS

  • Unique Paper ID: 167504
  • Volume: 11
  • Issue: 3
  • PageNo: 1514-1520
  • Abstract:
  • Social networking and communication have been accelerated by information and communication technologies, yet cyberbullying presents serious problems. The cumbersome and ineffective processes currently in place for reporting and prohibiting cyberbullying are relied on the user. For automated cyberbullying identification, traditional machine learning and transfer learning techniques were investigated. An organized annotation procedure and an extensive dataset were employed in the study. The Conventional Machine Learning technique used term lists, psycholinguistics, textual, sentiment and emotive, static and contextual word embeddings, and toxicity characteristics. The use of toxicity features for cyberbullying identification was first demonstrated by this study. The word Convolutional Neural Network (Word CNN) showed similar performance when its contextual embeddings were selected based on their higher F-measure. When supplied separately, toxicity characteristics, embeddings, and textual features raise the bar. In this case, linear SVC was not as effective of handling high-dimensionality characteristics and training time. By using Word CNN for fine-tuning, Transfer Learning was able to achieve a faster training computation than the base models. Furthermore, the implementation of Flask web for cyberbullying detection produced the maximum accuracy. For reasons of privacy, the reference to the particular dataset name was removed.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 11
  • Issue: 3
  • PageNo: 1514-1520

ANALYSING AND DETECTING CYBERBULLYING IN SOCIAL PLATFORMS

Related Articles

Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry