Interpretability research of deep learning: A literature survey

B Xua, G Yang - Information Fusion, 2024 - Elsevier
Deep learning (DL) has been widely used in various fields. However, its black-box nature
limits people's understanding and trust in its decision-making process. Therefore, it becomes …

Machine learning in oil and gas exploration: a review

A Lawal, Y Yang, H He, NL Baisa - Ieee Access, 2024 - ieeexplore.ieee.org
A comprehensive assessment of machine learning applications is conducted to identify the
develo** trends for Artificial Intelligence (AI) applications in the oil and gas sector …

Beyond predictive learning analytics modelling and onto explainable artificial intelligence with prescriptive analytics and ChatGPT

T Susnjak - International Journal of Artificial Intelligence in …, 2024 - Springer
A significant body of recent research in the field of Learning Analytics has focused on
leveraging machine learning approaches for predicting at-risk students in order to initiate …

The dilemma and countermeasures of educational data ethics in the age of intelligence

X Guan, X Feng, AYM Islam - Humanities and Social Sciences …, 2023 - nature.com
With the advent of the era of intelligent education, artificial intelligence and other
technologies are being integrated into education, so that more educational data can be …

Explainable Learning Analytics: Assessing the stability of student success prediction models by means of explainable AI

E Tiukhova, P Vemuri, NL Flores, AS Islind… - Decision Support …, 2024 - Elsevier
Beyond managing student dropout, higher education stakeholders need decision support to
consistently influence the student learning process to keep students motivated, engaged …

Use of predictive analytics within learning analytics dashboards: A review of case studies

G Ramaswami, T Susnjak, A Mathrani… - … , Knowledge and Learning, 2023 - Springer
Learning analytics dashboards (LADs) provide educators and students with a
comprehensive snapshot of the learning domain. Visualizations showcasing student …

Using artificial intelligence (AI) to implement diversity, equity and inclusion (DEI) into marketing materials: The 'CONSIDER'framework

P van Esch, Y Cui… - Australasian Marketing …, 2024 - journals.sagepub.com
Diversity, equity and inclusion (DEI) in marketing–defined as the composition of an
organisation's marketing reflects diverse, equitable representation of its consumer base …

Applications of explainable ai (xai) in education

Q Liu, JD Pinto, L Paquette - Trust and Inclusion in AI-Mediated Education …, 2024 - Springer
As one of the emerging methods for increasing trust in Artificial Intelligence (AI) systems,
explainable AI promotes the use of methods that produce transparent explanations and …

Effectiveness of a learning analytics dashboard for increasing student engagement levels

G Ramaswami, T Susnjak… - Journal of Learning …, 2023 - learning-analytics.info
Abstract Learning Analytics Dashboards (LADs) are gaining popularity as a platform for
providing students with insights into their learning behaviour patterns in online …

Assessing perceived trust and satisfaction with multiple explanation techniques in XAI-enhanced learning analytics

S Brdnik, V Podgorelec, B Šumak - Electronics, 2023 - mdpi.com
This study aimed to observe the impact of eight explainable AI (XAI) explanation techniques
on user trust and satisfaction in the context of XAI-enhanced learning analytics while …