A review of the trends and challenges in adopting natural language processing methods for education feedback analysis

T Shaik, X Tao, Y Li, C Dann, J McDonald… - Ieee …, 2022 - ieeexplore.ieee.org
Artificial Intelligence (AI) is a fast-growing area of study that stretching its presence to many
business and research domains. Machine learning, deep learning, and natural language …

Mining opinions from instructor evaluation reviews: a deep learning approach

A Onan - Computer Applications in Engineering Education, 2020 - Wiley Online Library
Student evaluations of teaching (SET) provides potentially essential source of information to
achieve educational quality objectives of higher educational institutions. The findings can be …

Student feedback on online learning by using sentiment analysis: a literature review

S Ulfa, R Bringula, C Kurniawan… - 2020 6th international …, 2020 - ieeexplore.ieee.org
The purpose of this study was to explore the implementation of sentiment analysis
techniques on student feedback in an online learning environment. This research used the …

Aspect2Labels: A novelistic decision support system for higher educational institutions by using multi-layer topic modelling approach

S Hussain, M Ayoub, G Jilani, Y Yu, A Khan… - Expert Systems with …, 2022 - Elsevier
Aspect-based sentiment analysis (ABSA) has gained a rising concentration recently. It aims
to provide a set of aspect terms and sentiments from a piece of text. Educational Data Mining …

Will artificial intelligence revolutionise the student evaluation of teaching? A big data study of 1.6 million student reviews

K Rybinski, E Kopciuszewska - Assessment & Evaluation in Higher …, 2021 - Taylor & Francis
This article presents the first-ever big data study of the student evaluation of teaching (SET)
using artificial intelligence (AI). We train natural language processing (NLP) models on 1.6 …

Sentiment analysis for Hausa: Classifying students' comments

O Rakhmanov, T Schlippe - … of the 1st Annual Meeting of the …, 2022 - aclanthology.org
We describe our work on sentiment analysis for Hausa, where we investigated monolingual
and cross-lingual approaches to classify student comments in course evaluations …

Turkish sentiment analysis for open and distance education systems

ZE Aydın, ZK Ozturk, ZIE Cıcek - Turkish Online Journal of Distance …, 2021 - dergipark.org.tr
Students' opinions are the most essential source to enhance the quality of education and
educational services in Open and Distance education (ODE) Systems. How to access and …

A comparative study on vectorization and classification techniques in sentiment analysis to classify student-lecturer comments

O Rakhmanov - Procedia Computer Science, 2020 - Elsevier
Sentiment analysis is one of the important fields in educational data mining. In this paper, a
large dataset, more than 52 000 comments, was used during experiment to develop a state …

Sentiment analysis of user reviews in an online learning environment: analyzing the methods and future prospects

Z Khanam - European Journal of Education and Pedagogy, 2023 - mail.ej-edu.org
The pandemic compelled most of us to switch to remote & hybrid work culture from the
traditional and eLearning from the traditional classroombased learning. Although eLearning …

Educational decision support system adopting sentiment analysis on student feedback

T Shaik, X Tao, C Dann, C Quadrelli… - 2022 IEEE/WIC/ACM …, 2022 - ieeexplore.ieee.org
Educational institutions are constantly analyzing their teaching practice and learning
environments to provide a better learning experience for their students. Engaging with all …