Educational Data Mining | List of Frontiers open access articles

Original Research

Published on 07 Dec 2021

Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

in Educational Psychology

Yupei Zhang
Yue Yun
Rui An
Jiaqi Cui
Huan Dai
Xuequn Shang

Frontiers in Psychology

doi 10.3389/fpsyg.2021.698490

55,758 views
92 citations

Brief Research Report

Published on 29 Apr 2021

Applying Educational Data Mining to Explore Viewing Behaviors and Performance With Flipped Classrooms on the Social Media Platform Facebook

in Educational Psychology

Yu-Sheng Su
Chin-Feng Lai

Frontiers in Psychology

doi 10.3389/fpsyg.2021.653018

6,586 views
20 citations

Correction

Published on 21 Jan 2022

Corrigendum: Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

in Educational Psychology

Yupei Zhang
Yue Yun
Rui An
Jiaqi Cui
Huan Dai
Xuequn Shang

Frontiers in Psychology

doi 10.3389/fpsyg.2021.842357

2,678 views
4 citations

Mini Review

Published on 17 Jul 2020

Defining the Boundaries Between Artificial Intelligence in Education, Computer-Supported Collaborative Learning, Educational Data Mining, and Learning Analytics: A Need for Coherence

in Educational Psychology

Bart Rienties
Henrik Køhler Simonsen
Christothea Herodotou

Frontiers in Education

doi 10.3389/feduc.2020.00128

16,112 views
91 citations

Review

Published on 16 Jan 2026

Research hotspots and frontiers of profile technology applied in education—a visualization analysis based on CiteSpace

in Educational Psychology

Lijing Zhang
Yu Wang
Jia Li
Jianzhan Wang

Frontiers in Psychology

doi 10.3389/fpsyg.2025.1668749

1,657 views

Original Research

Published on 23 Jun 2025

Predicting student academic performance using Bi-LSTM: a deep learning framework with SHAP-based interpretability and statistical validation

in Digital Learning Innovations

Emi Kalita
Abdullah Mana Alfarwan
Houssam El Aouifi
Ashima Kukkar
Sadiq Hussain
Tazid Ali
Silvia Gaftandzhieva

Frontiers in Education

doi 10.3389/feduc.2025.1581247

9,853 views
26 citations

Original Research

Published on 22 Apr 2022

Analysis and Prediction of Influencing Factors of College Student Achievement Based on Machine Learning

in Educational Psychology

Dongxuan Wang
Dapeng Lian
Yazhou Xing
Shiying Dong
Xinyu Sun
Jia Yu

Frontiers in Psychology

doi 10.3389/fpsyg.2022.881859

8,549 views
11 citations

Original Research

Published on 06 May 2025

CEFR updates (2020)-based next-gen immersive learning in 5 steps

in Digital Education

Gökhan Haldun DEMİRDÖVEN

Frontiers in Education

doi 10.3389/feduc.2025.1567249

15,214 views
2 citations

Original Research

Published on 27 Nov 2020

An Exploration of Factors Linked to Academic Performance in PISA 2018 Through Data Mining Techniques

in Educational Psychology

Adriana Gamazo
Fernando Martínez-Abad

Frontiers in Psychology

doi 10.3389/fpsyg.2020.575167

27,773 views
96 citations

Brief Research Report

Published on 13 Mar 2020

Identification of the Students Learning Process During Education Robotics Activities

in Human-Robot Interaction

David Scaradozzi
Lorenzo Cesaretti
Laura Screpanti
Eleni Mangina

Frontiers in Robotics and AI

doi 10.3389/frobt.2020.00021

8,692 views
26 citations

Original Research

Published on 15 Feb 2022

Exploring Behavioral Patterns for Data-Driven Modeling of Learners' Individual Differences

in AI for Human Learning and Behavior Change

Kamil Akhuseyinoglu
Peter Brusilovsky

Frontiers in Artificial Intelligence

doi 10.3389/frai.2022.807320

8,380 views
17 citations

Articles

Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

Applying Educational Data Mining to Explore Viewing Behaviors and Performance With Flipped Classrooms on the Social Media Platform Facebook

Corrigendum: Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

Defining the Boundaries Between Artificial Intelligence in Education, Computer-Supported Collaborative Learning, Educational Data Mining, and Learning Analytics: A Need for Coherence

Research hotspots and frontiers of profile technology applied in education—a visualization analysis based on CiteSpace

Predicting student academic performance using Bi-LSTM: a deep learning framework with SHAP-based interpretability and statistical validation

Analysis and Prediction of Influencing Factors of College Student Achievement Based on Machine Learning

CEFR updates (2020)-based next-gen immersive learning in 5 steps

An Exploration of Factors Linked to Academic Performance in PISA 2018 Through Data Mining Techniques

Identification of the Students Learning Process During Education Robotics Activities

Exploring Behavioral Patterns for Data-Driven Modeling of Learners' Individual Differences