使用基于人工智能的虚拟伴侣来帮助自闭症青少年识别和应对网络欺凌
Robinson Ferrer1, Kamran Ali1, Charles Hughes1
1Synthetic Reality Lab, Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA.
Sensors (Basel, Switzerland)
|June 27, 2024
概括
这项研究引入了一个AI虚拟伴侣,帮助青少年,特别是残疾人,在线检测网络欺凌. 快速人工智能模型确保实时反,促进更安全的社会发展.
科学领域:
- 计算机科学 计算机科学
- 青少年心理学 青少年心理学
- 网络安全 网络安全
背景情况:
- 社交媒体和在线游戏对于青少年的社会发展至关重要,但也存在网络欺凌等风险.
- 网络欺凌会对青少年的心理健康,学业表现产生负面影响,并增加自杀风险.
- 有残疾的青少年不成比例地容易受到网络欺凌的影响.
研究的目的:
- 开发一个人工智能驱动的虚拟伴侣,帮助青少年识别网络欺凌.
- 加强对青少年的网络欺凌的检测,特别是那些患有自闭症谱系障碍 (ASD) 的青少年.
- 在虚拟环境中提供实时反网络欺凌检测.
主要方法:
- 实现一个基于Web的AI虚拟伴侣.
- 利用T5-small和MobileBERT网络进行快速和轻量级的网络欺凌检测模型.
- 在虚拟环境中对AI伴侣进行实验评估,其中青少年经历网络欺凌场景.
主要成果:
- 人工智能虚拟伴侣有效地帮助青少年检测网络欺凌.
- 快速和轻量级的网络欺凌检测模型取得了与最先进的方法相当的结果.
- 该系统为学习网络欺凌检测提供实时反.
结论:
- 人工智能虚拟伴侣是减轻网络欺凌对青少年影响的有希望的工具.
- 可以开发高效的人工智能模型来实时检测网络欺凌.
- 个性化人工智能干预可以支持在线弱势青少年的健康社会发展.
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