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Document Type

Article

Keywords

Cybersecurity, Online chatting, Network Systems, Cyber Grooming, Cyberbullying, Optimism and pessimism, LSTM

Abstract

Despite its revolutionary benefits, the Internet has been utilized to abuse children through chat in online gaming. Exhibiting harmful content can negatively impact children's psychology and behaviour, particularly during their developmental years. This paper examines the psychological effects of online predation and the growing risks posed by Internet predators (with focus on children under 15 years old). This paper proposed an Anti-Cyber Childhood Exploitation (A2CE) system, a comprehensive framework designed to detect and prevent three major forms of online abuse: psychological manipulation, cyberbullying, and online grooming. Leveraging advanced Natural language processing (NLP) techniques, A2CE analyses online conversations in real time. The system is trained on three well-known datasets: PUBG, Dota 2, and PAN12. Upon detecting an attack, A2CE provides immediate alerts and warnings to parents, helping mitigate psychological harm. The experimental results demonstrate high detection accuracy: 96.8% for grooming, 94.2% for psychological manipulation, and 92.8% for cyberbullying. These findings indicate that A2CE can be considered a powerful tool for protecting children in this critical age.

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