Text mining in education

R Ferreira‐Mello, M André, A Pinheiro… - … : Data Mining and …, 2019 - Wiley Online Library
The explosive growth of online education environments is generating a massive volume of
data, specially in text format from forums, chats, social networks, assessments, essays …

A review of the analytics techniques for an efficient management of online forums: An architecture proposal

J Peral, A Ferrandez, H Mora, D Gil… - IEEE Access, 2019 - ieeexplore.ieee.org
E-learning is a response to the new educational needs of society and an important
development in information and communication technologies because it represents the …

Web forum retrieval and text analytics: A survey

D Hoogeveen, L Wang, T Baldwin… - … and Trends® in …, 2018 - nowpublishers.com
This survey presents an overview of information retrieval, natural language processing and
machine learning research that makes use of forum data, including both discussion forums …

Machine learning approach for answer detection in discussion forums: an application of big data analytics

A Khan, I Ibrahim, MI Uddin, M Zubair… - Scientific …, 2020 - Wiley Online Library
Nowadays, data are flooding into online web forums, and it is highly desirable to turn
gigantic amount of data into actionable knowledge. Online web forums have become an …

Impact of lexical features on answer detection model in discussion forums

A Khan, MA Gul, A Alharbi, MI Uddin, S Ali… - …, 2021 - Wiley Online Library
Online forums have become the main source of knowledge over the Internet as data are
constantly flooded into them. In most cases, a question in a web forum receives several …

Detecting digital government answer quality: an integrated method based on largelanguage models and machine learning models: Detecting digital government …

K Fang, Y Chai, CK Xu - Proceedings of the 2024 3rd Asia Conference …, 2024 - dl.acm.org
In the digital governance era, question-answering (QA) systems are critical in efficiently
answering citizens' different questions. Answer quality from these QA systems remarkably …

[PDF][PDF] Semi-supervised answer extraction from discussion forums

RC Kanjirathinkal, R Gangadharaiah… - Proceedings of the …, 2013 - aclanthology.org
Mining online discussions to extract answers is an important research problem. Methods
proposed in the past used supervised classifiers trained on labeled data. But, collecting …

[PDF][PDF] Unsupervised solution post identification from discussion forums

P Deepak, K Visweswariah - … of the 52nd Annual Meeting of the …, 2014 - aclanthology.org
Discussion forums have evolved into a dependable source of knowledge to solve common
problems. However, only a minority of the posts in discussion forums are solution posts …

[PDF][PDF] Semi-supervised and unsupervised categorization of posts in web discussion forums using part-of-speech information and minimal features

K Perumal, G Hirst - Proceedings of the 7th Workshop on …, 2016 - aclanthology.org
Web discussion forums typically contain posts that fall into different categories such as
question, solution, feedback, spam, etc. Automatic identification of these categories can aid …

Enhanced lexicon based model for web forum answer detection

AI Obasa, N Salim, A Khan - 2015 Fifth International …, 2015 - ieeexplore.ieee.org
A Web forum is an online community that connects people with common interest together.
Within the forum, members interact to share knowledge, expertise and resources. A major …