项目反应理论(IRT)在面向对象程序设计入门课程中自适应评价生成的应用

Yehiry Lucelly Pulido Vega, J. G. Bolaños, Gloria Milena Fernández Nieto, S. Baldiris
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引用次数: 9

摘要

评估过程是学习过程中最重要的问题之一,在许多情况下,它是定义教学顺序的过程,因为它衡量学生在教育过程中的表现。在过去的几十年里,在教学过程中纳入外语教学有助于解决学生和教师的多样性特点。学习技术的改进使得能够通过产生适应过程和用户建模过程来适应在教育环境中共存的不同的学习和教学方式。本文描述了项目反应理论,以及如何将其应用于在线课程的测试场景中,以便从在线存储库中提供的项目(评估问题)生成面向对象编程入门课程中的自适应评估。作为概率论,本文描述了要考虑的变量以及如何计算学生正确回答特定项目的概率,这被称为学生熟练程度或theta,基于技能测试和他们以前的答案。在为作者撰写的其他论文中,描述了使用分布在网络上的fedora公共存储库的经验,以便有足够的问题在适应过程中得到适当的规范化应用。这些问题是在都柏林核心标准下描述的。这个项目的主要贡献是在自适应评估的生成和分布式存储库的使用中实现了概率理论,分布式存储库允许适当参数化项目的可重用性。研究的第二阶段包括实施项目(APIP)可访问概要便携式项目,允许在LOM中以合适的格式对评估项目进行标准化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application of item response theory (IRT) for the generation of adaptive assessments in an introductory course on object-oriented programming
Assessment process in one of the most important issues in the learning process and in many cases it is the process that define the sequence of the instruction because it measures the performance of the student in the educational process. In last decades the inclusion of TICs in teaching-learning process has facilitated to address the diversity of students and teachers features. Learning technologies enhance have permitted to adapt the different ways of learning and teaching that coexist in the educational context through the generation of adaptations process as well as user modeling process. This paper describes the item response theory and how it can be applied in a test scenario of an online course for the generation of adaptive assessments within a course of introduction to Object Oriented Programming from items (assessment questions), which are available in online repositories. Being a probabilistic theory the article describes the variables to consider and how to calculate the probability that a student answers correctly a specific item, which is known as the student proficiency level or theta, based on a skill test and their previous answers. In other papers write for the authors it is described the experience of working with fedora commons repositories, which are distributed across a network, in order to have enough questions to be applied properly normalized in the adaptation process. These questions are described under the Dublin Core standard. The main contributions of this project are the implementation of a probabilistic theory in the generation of adaptive assessment and use of distributed repositories that allow the reusability of items properly parameterized. A second phase of the research includes the implementation of the project (APIP) Accessible Profile Portable Item, allowing standardization of assessment items in a suitable format in the LOM.
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