A practical student model for a location-aware and context-sensitive Personalized Adaptive Learning System

Guangbing Yang, Kinshuk, S. Graf
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引用次数: 27

Abstract

Student model is an essential component in any adaptive learning environment. Various student modelling approaches have been suggested in the literature that focus on learners' competencies, preferences and other personal attributes. However, there is a lack of a comprehensive student model that combines various aspects of student modelling while also considering the aspects of location and context awareness that are important for emerging ubiquitous learning environments. This paper proposes one such student model in the context of a personalized adaptive learning system, namely Personalized Adaptive Learning Dashboard (PALD), a compound student model bringing together various features of the overlay, fault, and stereotype models to provide a generic approach to modeling student with specific domain related knowledge.
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一个位置感知和上下文敏感的个性化自适应学习系统的实用学生模型
在任何适应性学习环境中,学生模型都是必不可少的组成部分。文献中提出了各种学生建模方法,重点关注学习者的能力、偏好和其他个人属性。然而,缺乏一个综合的学生模型,该模型结合了学生建模的各个方面,同时也考虑了对新兴泛在学习环境很重要的位置和上下文意识方面。本文在个性化自适应学习系统的背景下提出了一个这样的学生模型,即个性化自适应学习仪表板(personal adaptive learning Dashboard, PALD),这是一种复合学生模型,汇集了覆盖模型、错误模型和刻板印象模型的各种特征,为具有特定领域相关知识的学生建模提供了一种通用方法。
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