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A Linguistic Approach to Identify the Affective Dimension Expressed in Textual Messages

机译:识别短信中情感维度的语言学方法

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摘要

The digital mediation resources used in Distance Education can hinder the teacher's perception about the student's state of mind. However, the textual expression in natural language is widely encouraged in most Distance Education courses, through the use of Virtual Learning Environments and other digital tools. This fact has motivated research efforts in order to identify feelings expressed by students in textual messages. A significant part of the known approaches in this area apply textual analysis without a deep linguistic representation, which can lead to some weakness in the results obtained. This paper reports an approach using theories of Computational Lexical Semantics for the representation of the lexicon of emotion. The methodology was developed through studies regarding corpus analysis, lexical unit description, and the implementation of a computational system to identify the feelings expressed in the textual messages in natural language, using the lexicon of emotion. This system was used in evaluation experiments that indicate improvements when comparing the adopted approach with other similar approaches.
机译:远程教育中使用的数字调解资源可能会阻碍教师对学生心理状态的感知。但是,在大多数远程教育课程中,通过使用虚拟学习环境和其他数字工具,广泛鼓励以自然语言进行文字表达。这一事实激发了研究努力,以识别学生在文字信息中表达的感受。在该领域中,已知方法的很大一部分在没有深入的语言表示的情况下应用了文本分析,这可能导致所获得的结果有些不足。本文报告了一种使用计算词汇语义学理论来表达情感词典的方法。该方法是通过有关语料库分析,词法单元描述以及使用情感词典来识别自然语言的文本消息中表达的情感的计算系统的实施研究而开发的。该系统用于评估实验,该实验表明将采用的方法与其他类似方法进行比较时会有所改善。

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