CourseNavigator: interactive learning path exploration

Zhan Li, Olga Papaemmanouil, G. Koutrika
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引用次数: 9

Abstract

Course selection decision making is an extremely tedious task that needs to consider course prerequisites, degree requirements, class schedules, as well as the student's preferences and constraints. As a result, students often make short term decisions based on imprecise information without deep understanding of the longer-term impact on their education goal and in most cases without good understanding of the alternative options. In this paper, we introduce CourseNavigator, a new course exploration service that attempts to address the course exploration challenge. Our service identifies all possible course selection options for a given academic period, referred to as learning paths, that can meet the student's customized goals and constraints. CourseNavigator offers a suite of learning path generation algorithms designed to meet a range of course exploration end-goals such as learning paths for a given period and desired degree as well as the highest ranked paths based on user-defined ranking functions. Our techniques rely on a graph-search algorithm for enumerating candidate learning paths and employ a number of strategies (i.e., early detection of dead-end paths, limiting the exploration to strategic course selections) for improving the exploration efficiency.
CourseNavigator:交互式学习路径探索
选课决策是一项极其繁琐的工作,需要考虑课程先决条件、学位要求、课程安排以及学生的喜好和限制。因此,学生经常根据不精确的信息做出短期决定,而没有深入了解对他们的教育目标的长期影响,在大多数情况下,没有很好地了解其他选择。在本文中,我们介绍了一种新的课程探索服务coursennavigator,它试图解决课程探索的挑战。我们的服务确定了给定学术期间所有可能的课程选择选项,称为学习路径,可以满足学生定制的目标和限制。CourseNavigator提供了一套学习路径生成算法,旨在满足一系列课程探索的最终目标,例如给定时间段和期望学位的学习路径,以及基于用户自定义排名功能的最高排名路径。我们的技术依赖于图搜索算法来枚举候选学习路径,并采用许多策略(即,早期发现死胡同,将探索限制在战略课程选择上)来提高探索效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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