Survey on explainable AI: From approaches, limitations and applications aspects

W Yang, Y Wei, H Wei, Y Chen, G Huang, X Li… - Human-Centric …, 2023 - Springer
In recent years, artificial intelligence (AI) technology has been used in most if not all domains
and has greatly benefited our lives. While AI can accurately extract critical features and …

[HTML][HTML] A systematic review of the literature on machine learning application of determining the attributes influencing academic performance

I Issah, O Appiah, P Appiahene, F Inusah - Decision analytics journal, 2023 - Elsevier
Academic institutions operate in an extremely demanding and competitive environment.
Some difficulties confronting most schools are delivering high-quality education to the …

[HTML][HTML] Artificial intelligence in higher education: A predictive model for academic performance

S Pacheco-Mendoza, C Guevara, A Mayorga-Albán… - Education …, 2023 - mdpi.com
This research work evaluates the use of artificial intelligence and its impact on student's
academic performance at the University of Guayaquil (UG). The objective was to design and …

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 …

Augmenting deep neural networks with symbolic educational knowledge: Towards trustworthy and interpretable ai for education

D Hooshyar, R Azevedo, Y Yang - Machine Learning and Knowledge …, 2024 - mdpi.com
Artificial neural networks (ANNs) have proven to be among the most important artificial
intelligence (AI) techniques in educational applications, providing adaptive educational …

Exploring the broad impact of AI technologies on student engagement and academic performance in university settings in Afghanistan

AW Fazil, M Hakimi, AK Shahidzay… - RIGGS: Journal of …, 2024 - journal.ilmudata.co.id
This article explores the pivotal intersection of Artificial Intelligence (AI), student
engagement, and academic performance in higher education, specifically at Kabul …

Explainable artificial intelligence: importance, use domains, stages, output shapes, and challenges

N Ullah, JA Khan, I De Falco, G Sannino - ACM Computing Surveys, 2024 - dl.acm.org
There is an urgent need in many application areas for eXplainable ArtificiaI Intelligence
(XAI) approaches to boost people's confidence and trust in Artificial Intelligence methods …

Exploring the connectivity between education 4.0 and classroom 4.0: Technologies, student perspectives, and engagement in the digital era

K Joshi, R Kumar, S Bharany, DKJB Saini… - IEEE …, 2024 - ieeexplore.ieee.org
The democratic welfare government is equally committed to quality-driven, impartial, and
egalitarian education. The major contribution of this study is to examine the problems and …

Explainable AI in education: Current trends, challenges, and opportunities

A Rachha, M Seyam - SoutheastCon 2023, 2023 - ieeexplore.ieee.org
Explainable Artificial Intelligence (XAI) has garnered significant attention in recent years to
increase the transparency of AI models and systems and aid in decision-making. This is …

[HTML][HTML] Inteligencia Artificial en educación: entre riesgos y potencialidades

C Gallent-Torres, BA Romero, MV Adillón… - Praxis …, 2024 - educa.fcc.org.br
Este artículo profundiza en el impacto de la Inteligencia Artificial (IA) en la educación,
explorando tanto su potencial transformador como los riesgos asociados. A medida que las …