使用用户建模技术的儿童阅读障碍文本分类

Chris Litsas, Maria Mastropavlou, A. Symvonis
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引用次数: 4

摘要

文本易读性问题在文献中受到了极大的关注。然而,文本的可读性分类仅仅基于其语言复杂性,而没有考虑到预期读者的技能。在本文中,我们首次尝试研究用户特定的文本可读性。我们专注于有阅读障碍的读者和用英语和希腊语写的文件。我们方法的核心是用户档案的概念,其中包含有关阅读障碍用户可能遇到的语言困难的信息。基于用户的个人资料,我们开发了启发式方法来评估特定用户的文本可读性。开发的启发式方法被纳入iLearnRW1项目的文本分类服务中,旨在帮助有阅读障碍的儿童选择合适的阅读资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Text classification for children with dyslexia employing user modelling techniques
The problem of text-readability has received great attention in the literature. However, the classification of a text as readable is based solely in its linguistic complexity and does not take into account the skills of the intended reader. In this paper, we make a first attempt to study user-specific text readability. We focus on readers with dyslexia and documents written in English and Greek. Central to our approach is the notion of the user's profile which carries information regarding the linguistic difficulties a user with dyslexia may experience. Based on the user's profile, we develop heuristics for evaluating text's readability for the specific user. The developed heuristics are incorporated in the text classification services of the iLearnRW1 project, aiming to facilitate the selection of appropriate/suitable reading resources for children with dyslexia.
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