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 …

The secondary use of electronic health records for data mining: Data characteristics and challenges

T Sarwar, S Seifollahi, J Chan, X Zhang… - ACM Computing …, 2022 - dl.acm.org
The primary objective of implementing Electronic Health Records (EHRs) is to improve the
management of patients' health-related information. However, these records have also been …

A critical review of text-based research in construction: Data source, analysis method, and implications

S Baek, W Jung, SH Han - Automation in Construction, 2021 - Elsevier
The advancement of natural language processing and text mining techniques facilitate
automatic non-trivial pattern extraction and knowledge discovery from text data. However …

An LDA–SVM machine learning model for breast cancer classification

OJ Egwom, M Hassan, JJ Tanimu, M Hamada… - …, 2022 - mdpi.com
Breast cancer is a prevalent disease that affects mostly women, and early diagnosis will
expedite the treatment of this ailment. Recently, machine learning (ML) techniques have …

Integrating domain knowledge for biomedical text analysis into deep learning: A survey

L Cai, J Li, H Lv, W Liu, H Niu, Z Wang - Journal of Biomedical Informatics, 2023 - Elsevier
The past decade has witnessed an explosion of textual information in the biomedical field.
Biomedical texts provide a basis for healthcare delivery, knowledge discovery, and decision …

[HTML][HTML] Understanding what patients think about hospitals: A deep learning approach for detecting emotions in patient opinions

J Serrano-Guerrero, M Bani-Doumi, FP Romero… - Artificial Intelligence in …, 2022 - Elsevier
Introduction Most hospital assessment systems are based on the study of objective statistical
variables as well as patient opinions on their experiences with respect to the services …

[HTML][HTML] Visualizing the annual transition of ocean policy in Japan using text mining

M Zhu, K Tanaka, T Akamatsu - Marine Policy, 2023 - Elsevier
Research on evidence-based marine policymaking is still immature, especially regarding
the utilization of text data. This study visualized the transition of ocean policy in Japan using …

A systematic literature review of the use of computational text analysis methods in Intimate Partner Violence research

L Neubauer, I Straw, E Mariconti, LM Tanczer - Journal of family violence, 2023 - Springer
Purpose Computational text mining methods are proposed as a useful methodological
innovation in Intimate Partner Violence (IPV) research. Text mining can offer researchers …

[HTML][HTML] Discovering associations between social determinants and health outcomes: merging knowledge graphs from literature and electronic health data

Y Park, N Mulligan, M Gleize… - AMIA Annual …, 2021 - ncbi.nlm.nih.gov
Abstract Social Determinants of Health (SDoH) are an increasingly important part of the
broader research and public health efforts in understanding individuals' physical and mental …

Evolving role and future directions of natural language processing in gastroenterology

F Nehme, K Feldman - Digestive diseases and sciences, 2021 - Springer
In line with the current trajectory of healthcare reform, significant emphasis has been placed
on improving the utilization of data collected during a clinical encounter. Although the …