一种基于项目反应理论的自适应组合测试系统

Kavitha Rajamani, V. Kathiravan
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引用次数: 12

摘要

传统的学习环境正迅速被电子学习环境,特别是计算机辅助教学(CAI)所补充。每个学习者有不同的学习状态,因此在评估中应该使用不同的测试项目。计算机自适应测验(computer Adaptive Test, CAT)可以根据考生的能力动态调整试题的难易程度。在进行一项好的测试中,最重要和最具挑战性的问题之一是构建能够满足各种标准的测试表。因此,这里提出了几个度量来表示每个测试项目的质量。在电子学习中,非常需要形成性评估,因此需要编写一系列测试表,这带来了一些挑战。因此,在构建满足期望难度、期望辨别度、相关概念权重的规定分布和项目暴露频率等多标准评估要求的评估表时,选择合适的测试项目是很重要的。项目反应理论是一种教育理论,包括项目的选择、评价和终止。提出了一种自适应评估系统,可组成串行测试表。该方法将提高组合接近最优的系列测试项目以满足多个评估标准的效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An adaptive assessment system to compose serial test sheets using item response theory
The conventional learning environment is being rapidly supplemented by an E-Learning environment, particularly Computer Assisted Instruction (CAI). Each learner has different learning status and therefore should use different test items in their evaluation. The Computerized Adaptive Test (CAT) can adjust the degree of difficulty of test items dynamically depending on their ability. One of the most important and challenging issues in conducting a good test is the construction of test sheets that can meet various criteria. Therefore, several measures have been proposed here to represent the quality of each test item. In E-Learning, there is a critical need of formative assessment and hence series of test sheets to be composed which pose some challenges. Consequently the selection of appropriate test items is important when constructing an assessment sheet that meets multi-criteria assessment requirements, such as expected difficulty degree, expected discrimination degree, specified distribution of relevant concept weights and exposure frequency of items. All behavior like selection of items, evaluation and termination of test are based on Item Response Theory, an educational theory. An adaptive assessment system is proposed to compose serial test sheets. This approach will improve the efficiency of composing near optimal serial test items to meet multiple assessment criteria.
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