An empirical survey on explainable ai technologies: Recent trends, use-cases, and categories from technical and application perspectives
M Nagahisarchoghaei, N Nur, L Cummins, N Nur… - Electronics, 2023 - mdpi.com
In a wide range of industries and academic fields, artificial intelligence is becoming
increasingly prevalent. AI models are taking on more crucial decision-making tasks as they …
increasingly prevalent. AI models are taking on more crucial decision-making tasks as they …
Unlocking the black box: an in-depth review on interpretability, explainability, and reliability in deep learning
Deep learning models have revolutionized numerous fields, yet their decision-making
processes often remain opaque, earning them the characterization of “black-box” models …
processes often remain opaque, earning them the characterization of “black-box” models …
Analysis of an Explainable Student Performance Prediction Model in an Introductory Programming Course.
Prediction of student performance in introductory programming courses can assist struggling
students and improve their persistence. On the other hand, it is important for the prediction to …
students and improve their persistence. On the other hand, it is important for the prediction to …
Clustering-based knowledge graphs and entity-relation representation improves the detection of at risk students
The nature of education has been transformed by technological advances and online
learning platforms, providing educational institutions with more options than ever to thrive in …
learning platforms, providing educational institutions with more options than ever to thrive in …
Transforming educational insights: Strategic integration of federated learning for enhanced prediction of student learning outcomes
Numerous educational institutions utilize data mining techniques to manage student
records, particularly those related to academic achievements, which are essential in …
records, particularly those related to academic achievements, which are essential in …
Exploring the Connectivity Between Education 4.0 and Classroom 4.0: Technologies, Student Perspectives, and Engagement in the Digital Era
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 …
egalitarian education. The major contribution of this study is to examine the problems and …
Predicting Student Performance in Online Learning: A Multidimensional Time-Series Data Analysis Approach
Z Shou, M Xie, J Mo, H Zhang - Applied Sciences, 2024 - mdpi.com
As an emerging teaching method, online learning is becoming increasingly popular among
learners. However, one of the major drawbacks of this learning style is the lack of effective …
learners. However, one of the major drawbacks of this learning style is the lack of effective …
Improving academic performance predictions with dual graph neural networks
Q Huang, Y Zeng - Complex & Intelligent Systems, 2024 - Springer
Academic performance is a crucial issue in the field of Online learning analytics. While deep
learning-based models have made significant progress in the era of big data, many of these …
learning-based models have made significant progress in the era of big data, many of these …
Optimization and Scalability of Educational Platforms: Integration of Artificial Intelligence and Cloud Computing
J Govea, E Ocampo Edye, S Revelo-Tapia… - Computers, 2023 - mdpi.com
The intersection between technology and education has taken on unprecedented relevance,
driven by the promise of transforming teaching and learning through advanced digital tools …
driven by the promise of transforming teaching and learning through advanced digital tools …
Explainable Machine Learning Prediction for the Academic Performance of Deaf Scholars
Deaf and Hard of Hearing (DHH) students encounter obstacles in higher education due to
language and communication challenges. Although research aims to improve their …
language and communication challenges. Although research aims to improve their …