情感分析评价教学绩效

Paola Adinolfi, E. D’Avanzo, Miltiadis Demetrios Lytras, I. Novo-Corti, Jose Picatoste
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引用次数: 15

摘要

这项工作的目的是回顾一种特定的学习分析方法——情感分析——在高等教育领域,展示如何使用它来监测不同平台上的学生满意度,并提出一种用于高等教育目的的情感分析架构,该架构追踪和统一文献综述中出现的内容。首先,进行了文献综述,证明了学者和从业者对情感分析在高等教育领域的应用的广泛和日益增长的兴趣。该分析侧重于三个不同的电子学习领域,确定了弱点和差距,特别是缺乏能够处理不同领域的统一方法。其次,介绍了一个能够处理不同电子学习领域的原型体系结构——面向电子学习的ladel学习分析仪表板。进行了一些初步的实验,突出了一些局限性和有待解决的问题,作为平台继续发展的动力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sentiment Analysis to Evaluate Teaching Performance
The aim of this work is to review a specific learning analytics method-sentiment analysis-in the field of Higher Education, showing how it is employed to monitor student satisfaction on different platforms, and to propose an architecture of Sentiment Analysis for Higher Education purposes, which trace and unify what emerges from the literature review. First, a literature review is carried out, which proves the widespread and increasing interest of the communities, of both scholars and practitioners, in the use of sentiment analysis in the field of Higher Education. The analysis, focused on three different e-learning domains, identifies weaknesses and gaps, and in particular the lack of a unifying approach which is able to deal with the different domains. Secondly, a prototype architecture-LADEL Learning Analytics Dashboard for E-Learning-is introduced, which is able to deal with the different e-learning domains. Some preliminary experiments are carried out, highlighting some limitations and open issues, as stimulus to continue the development of the platform.
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