arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2005.12840cs.IRstat.APstat.CO
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使用R进行教育领域的情感分析:软件包、方法与实际应用

Sentiment Analysis for Education with R: packages, methods and practical applications

University of Calabria(卡拉布里亚大学);University of Naples Federico II(那不勒斯费德里科二世大学)

Michelangelo Misuraca, Alessia Forciniti, Germana Scepi, Maria Spano

AI总结:

本文介绍了使用R进行教育领域情感分析的软件包、方法及实际应用,旨在评估不同工具在处理学生反馈中的效果。

摘要:

情感分析(SA)是指统计学、自然语言处理和计算语言学交叉领域的一类技术。其主要目标是检测文本中个体意见和评论的语义倾向。在多个领域中,SA有多种实际应用。在教育背景下,这种技术可以用于处理学生反馈,旨在监测教师的教学效果并提升学习体验。本文旨在回顾可用于执行SA的不同R软件包,比较所实现的方法,讨论其特性,并通过一个简单的例子展示它们的表现。

英文摘要:

Sentiment Analysis (SA) refers to a family of techniques at the crossroads of statistics, natural language processing, and computational linguistics. The primary goal is to detect the semantic orientation of individual opinions and comments expressed in written texts. There are several practical applications of SA in several domains. In an educational context, the use of this approach allows processing students' feedback, aiming at monitoring the teaching effectiveness of instructors and enhancing the learning experience. This paper wants to review the different R packages that can be used to carry on SA, comparing the implemented methods, discussing their characteristics, and showing how they perform by considering a simple example.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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