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A Model for Personalized Course Material Generation Based on Student Learning Abilities and Interests

机译:基于学生学习能力和兴趣的个性化课程材料生成模型

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摘要

With the ability to connect people and information around the world, the Internet is already having a significant impact on the traditional education. Nowadays, students can easily access the online course materials anytime anywhere. As a coin has two sides, Internet also amplifies the complexity of the course materials development and their provisioning. Since the learning initiative is taken by a student in the e-learning environment, traditional teacher-driven learning model is no longer applicable. Thus, student-centered course materials which are prepared based on individual student's learning expectation and individual academic background become critical. In this paper, we introduce a model for personalized course material generation through 1) student ability test based on Item Response Theory, 2) a Dynamic Conceptual Network for course materials management, and 3) intelligent knowledge base facilities, such as personal profiles, to help understand students' behaviors so as to materialize the concept of personalization.
机译:互联网具有连接世界各地的人们和信息的能力,已经对传统教育产生了重大影响。如今,学生可以随时随地轻松地访问在线课程资料。由于硬币有两个方面,因此互联网也增加了课程材料开发和提供的复杂性。由于学习倡议是由学生在电子学习环境中采取的,因此传统的教师驱动的学习模型不再适用。因此,基于个人学生的学习期望和个人学术背景准备的以学生为中心的课程材料变得至关重要。在本文中,我们介绍了一种通过以下两种方式生成个性化课程材料的模型:1)基于项目响应理论的学生能力测试; 2)用于课程材料管理的动态概念网络;以及3)智能知识库工具,例如个人资料,帮助理解学生的行为,以实现个性化的概念。

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