Sentiment analysis of students' feedback with NLP and deep learning: A systematic map** study

Z Kastrati, F Dalipi, AS Imran, K Pireva Nuci, MA Wani - Applied Sciences, 2021 - mdpi.com
In the last decade, sentiment analysis has been widely applied in many domains, including
business, social networks and education. Particularly in the education domain, where …

Profiling students' learning engagement in MOOC discussions to identify learning achievement: An automated configurational approach

Z Liu, Q Tang, F Ouyang, T Long, S Liu - Computers & Education, 2024 - Elsevier
Abstract In the Massive Online Open Course (MOOC) forum, learning engagement
encompasses three fundamental dimensions—cognitive, emotional, and behavioral …

Sentiment analysis of students' feedback in MOOCs: A systematic literature review

F Dalipi, K Zdravkova, F Ahlgren - Frontiers in artificial intelligence, 2021 - frontiersin.org
In recent years, sentiment analysis (SA) has gained popularity among researchers in various
domains, including the education domain. Particularly, sentiment analysis can be applied to …

Sentiment analysis on massive open online course evaluations: a text mining and deep learning approach

A Onan - Computer Applications in Engineering Education, 2021 - Wiley Online Library
Massive open online courses (MOOCs) are recent innovative approaches in distance
education, which provide learning content to participants without age‐, gender‐, race‐, or …

Leveraging class balancing techniques to alleviate algorithmic bias for predictive tasks in education

L Sha, M Raković, A Das, D Gašević… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Predictive modeling is a core technique used in tackling various tasks in learning analytics
research, eg, classifying educational forum posts, predicting learning performance, and …

Sentiment analysis on students' evaluation of higher educational institutions

MA Toçoğlu, A Onan - Intelligent and Fuzzy Techniques: Smart and …, 2021 - Springer
Sentiment analysis is the method of identifying and classifying the views of users from text
documents into different sentiments, such as positive, negative or neutral. Sentiment …

Using Opinion Mining as an educational analytic: An integrated strategy for the analysis of students' feedback

M Misuraca, G Scepi, M Spano - Studies in Educational Evaluation, 2021 - Elsevier
The analysis of students' feedback written in natural language has been poorly considered
in academic institutions, looking more frequently at students' ratings as a base to evaluate …

MOOC evaluation system based on deep learning

JW Tzeng, CA Lee, NF Huang, HH Huang… - International Review of …, 2022 - erudit.org
Massive open online courses (MOOCs) are open access, Web-based courses that enroll
thousands of students. MOOCs deliver content through recorded video lectures, online …

Assessing algorithmic fairness in automatic classifiers of educational forum posts

L Sha, M Rakovic, A Whitelock-Wainwright… - Artificial Intelligence in …, 2021 - Springer
Automatic classifiers of educational forum posts are essential in hel** instructors
effectively implement their teaching practices and thus have been widely investigated …

[HTML][HTML] Towards an understanding of the engagement and emotional behaviour of MOOC students using sentiment and semantic features

X Tao, A Shannon-Honson, P Delaney, C Dann… - … and Education: Artificial …, 2023 - Elsevier
Online learning and teaching increased in 2020, driven by the COVID-19 pandemic. As
many researchers attempted to understand the impact stress had on the emotional …