基于聊天机器人的学生心理情绪识别

Atharva Senapati
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引用次数: 0

摘要

在现代教育背景下,学生的情绪健康对学业成功起着至关重要的作用,技术的整合,尤其是基于机器学习的聊天机器人,为支持和识别学生的心理状态提供了一条大有可为的途径。本文深入探讨了一个聊天机器人系统的开发和评估,该系统旨在识别和回应学生所表达的情绪。聊天机器人利用自然语言处理和情感分析技术与学生进行对话,从而实时识别学生的情绪状态。我们的研究不仅关注情绪识别的技术层面,还探讨了在教育环境中部署此类技术的意义和伦理考虑。通过揭示基于机器学习的聊天机器人在教育环境中加强情感支持和理解的潜力,这项研究为正在进行的关于学生福祉和技术在教育中的作用的对话做出了贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Psychological Emotion Recognition Of Students Based Chatbot
In the context of modern education, where students' emotional well-being plays a crucial role in academic success, the integration of technology, particularly machine learning-based chatbots, presents a promising avenue to support and recognize the psychological states of students. This paper delves into the development and evaluation of a chatbot system designed to recognize and respond to the emotions expressed by students. Leveraging natural language processing and sentiment analysis, the chatbot engages in conversations with students, allowing for the real-time recognition of emotional states. Our study not only focuses on the technical aspects of emotion recognition but also explores the implications and ethical considerations of deploying such technology in educational settings. By shedding light on the potential of machine learning-based chatbots to enhance emotional support and understanding within educational environments, this research contributes to the ongoing dialogue on student well-being and the role of technology in education.
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