Sentiment analysis of students' feedback with NLP and deep learning: A systematic mapping 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 …

Aspect-based opinion mining on student's feedback for faculty teaching performance evaluation

I Sindhu, SM Daudpota, K Badar, M Bakhtyar… - IEEE …, 2019 - ieeexplore.ieee.org
Students' feedback is crucial for academic institutions in order to evaluate faculty
performance. Handling the qualitative opinions of students efficiently while automatic report …

[HTML][HTML] Machine and expert judgments of student perceptions of teaching behavior in secondary education: Added value of topic modeling with big data

B Gencoglu, M Helms-Lorenz, R Maulana… - Computers & …, 2023 - Elsevier
Research shows that effective teaching behavior is important for students' learning and
outcomes, and scholars have developed various instruments for measuring effective …

A sentiment analysis system to improve teaching and learning

S Rani, P Kumar - Computer, 2017 - ieeexplore.ieee.org
Natural language processing and machine learning can be applied to student feedback to
help university administrators and teachers address problematic areas in teaching and …

Sense: a student performance quantifier using sentiment analysis

J Watkins, M Fabielli, M Mahmud - 2020 International Joint …, 2020 - ieeexplore.ieee.org
Academic feedback is essential in secondary schools to keep a rapport between students,
teachers, and parents and guardians. There are three main factors that contribute towards a …

Prediction of sentiment analysis on educational data based on deep learning approach

J Sultana, N Sultana, K Yadav… - 2018 21st Saudi …, 2018 - ieeexplore.ieee.org
Recognizing and categorizing user's sentiments from a part of text into different sentiments is
known as sentiment analysis. For instance, emotions such as happy, sad, angry or positive …

Aspect-Based Opinion Mining of Students' Reviews on Online Courses

Z Kastrati, B Arifaj, A Lubishtani, F Gashi… - Proceedings of the 2020 …, 2020 - dl.acm.org
It is critical for higher education institutions to work on improvement of their teaching and
learning strategy by examining feedback of students. Analyzing these feedbacks typically …

Deep learning versus traditional classifiers on Vietnamese students' feedback corpus

PXV Nguyen, TTT Hong, K Van Nguyen… - … on information and …, 2018 - ieeexplore.ieee.org
Student's feedback is an important source of collecting students' opinions to improve quality
of training activities. Implementing sentiment analysis into student feedback data, we can …

Text mining analysis on students' expectations and anxieties towards data analytics course

R Bringula, S Ulfa, JPP Miranda… - Cogent Engineering, 2022 - Taylor & Francis
The lack of understanding of course expectations and student anxieties in a Data Analytics
course creates a significant gap in the practice of teaching and learning the course. This …

Opinion mining technique for developing student feedback analysis system using lexicon-based approach (OMFeedback)

M Wook, NAM Razali, S Ramli, NA Wahab… - Education and …, 2020 - Springer
Online assessment systems are increasingly utilised as an evaluation tool for measuring the
performance of lecturers in Institutions of Higher Learning (IHLs). These systems commonly …