Evaluating the Difficulty of Concepts on Domain Knowledge Using Latent Semantic Analysis

Tao-Hsing Chang, Y. Sung, Yao-Tung Lee
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引用次数: 9

Abstract

As for the field of educational research and its applications, evaluating concept difficulty is necessary but difficult to carry out the work. Two major approaches are employed in previous research to evaluate the difficulty of concepts. Both of two approaches do not take into account whether concepts are acquired by learners and readers or not. This paper will be focused on constructing basic concept list of domain knowledge with latent semantic analysis (LSA), and use the age of acquisition of concept for representing the difficulty of concept. This paper will utilize natural science texts of elementary school in Taiwan as experimental materials to verify the validity of using our proposed method for evaluating the difficulty of concept.
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基于潜在语义分析的领域知识概念难度评估
在教育研究及其应用领域,概念难易度评价是必要的,但也是开展工作的难点。以往的研究主要采用两种方法来评估概念的难度。这两种方法都没有考虑概念是否由学习者和读者习得。本文将重点研究利用潜在语义分析(LSA)构建领域知识的基本概念表,并用概念的习得年龄来表示概念的难易程度。本研究将以台湾地区小学自然科学教材为实验材料,来验证我们所提出的概念难度评估方法的有效性。
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