[HTML][HTML] Sentiment analysis and opinion mining on educational data: A survey

T Shaik, X Tao, C Dann, H Xie, Y Li… - Natural Language …, 2023 - Elsevier
Sentiment analysis AKA opinion mining is one of the most widely used NLP applications to
identify human intentions from their reviews. In the education sector, opinion mining is used …

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 …

Emotions matter: A systematic review and meta-analysis of the detection and classification of students' emotions in stem during online learning

A Anwar, IU Rehman, MM Nasralla, SBA Khattak… - Education …, 2023 - mdpi.com
In recent years, the rapid growth of online learning has highlighted the need for effective
methods to monitor and improve student experiences. Emotions play a crucial role in …

A decade of research into the application of big data and analytics in higher education: A systematic review of the literature

A Stojanov, BK Daniel - Education and Information Technologies, 2024 - Springer
The need for data-driven decision-making primarily motivates interest in analysing Big Data
in higher education. Although there has been considerable research on the value of Big …

Characterizing the 2022-Russo-Ukrainian conflict through the lenses of aspect-based sentiment analysis: dataset, methodology, and key findings

M Caprolu, A Sadighian… - 2023 32nd international …, 2023 - ieeexplore.ieee.org
Online social networks (OSNs) play a crucial role in modern society by supporting free
expression, information sharing, and social movement organization. However, they are also …

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 …

Aspect based sentiment analysis using long-short term memory and weighted N-gram graph-cut

BP Nandi, A Jain, DK Tayal - Cognitive Computation, 2023 - Springer
In the current domain, aspect-based sentiment analysis is a much-explored area in
sentiment classification. In this paper, an optimization method, Graph-Cut, is used first time …

Natural language processing for analysis of student online sentiment in a postgraduate program

TD Pham, D Vo, F Li, K Baker, B Han… - Pacific Journal of …, 2020 - ojs.aut.ac.nz
Higher education institutes are continually looking for new and better ways to support and
understand the learning experience of their students. One possible option is to use …

Aspect-based emotion analysis on speech for predicting performance in collaborative learning

N Dehbozorgi, DP Mohandoss - 2021 IEEE frontiers in …, 2021 - ieeexplore.ieee.org
This full research paper focuses on a natural language processing (NLP) driven approach to
extract emotions from the speech in collaborative learning environments and analyze how …

Optimizing the online learners' verbal intention classification efficiency based on the multi-head attention mechanism algorithm

Y Zheng, Z Shao, Z Gao, M Deng… - International Journal of …, 2022 - World Scientific
To analyse speech intention based on discussion texts in online collaborative discussions,
automatic classification of discussion texts is conducted to assist teachers improve their …