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A Systematic Review on Educational Data Mining

https://doi.org/10.1109/access.2017.2654247
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Outgoing claims: the papers this work cites, builds on, or argues with.

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A Survey of Clustering Data Mining Techniques
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High-Level Student Modeling with Machine Learning
inferredcites →https://doi.org/10.1007/3-540-45108-0_86openalex-snapshot
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inferredcites →https://doi.org/10.1007/978-3-319-09156-3_50openalex-snapshot
An Approachable Analytical Study on Big Educational Data Mining
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Program Representation for Automatic Hint Generation for a Data-Driven Novice Programming Tutor
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Clustered Knowledge Tracing
inferredcites →https://doi.org/10.1007/978-3-642-30950-2_57openalex-snapshot
Towards Automatically Detecting Whether Student Learning Is Shallow
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inferredcites →https://doi.org/10.1007/s11257-010-9087-zopenalex-snapshot
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A review of recent advances in learner and skill modeling in intelligent learning environments
inferredcites →https://doi.org/10.1007/s11423-012-9235-8openalex-snapshot
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Algorithms for clustering data
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The formation of learners’ semiosphere by authentic inquiry with an integrated learning object “Young Scientist”
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Data mining in course management systems: Moodle case study and tutorial
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Mobile formative assessment tool based on data mining techniques for supporting web-based learning
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A new student performance analysing system using knowledge discovery in higher educational databases
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New technology trends in education: Seven years of forecasts and convergence
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Data mining for providing a personalized learning path in creativity: An application of decision trees
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Predicting students' final performance from participation in on-line discussion forums
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University students' achievement goals and help-seeking strategies in an intelligent tutoring system
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Model-based clustering of high-dimensional data: A review
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Collaborative clustering with background knowledge
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Educational data mining: A survey from 1995 to 2005
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Development of an adaptive learning case recommendation approach for problem-based e-learning on mathematics teaching for students with mild disabilities
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Planning of educational training courses by data mining: Using China Motor Corporation as an example
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Data mining for adaptive learning in a TESL-based e-learning system
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Educational data mining: A survey and a data mining-based analysis of recent works
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A collaborative educational association rule mining tool
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Systematic literature reviews in software engineering – A systematic literature review
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Learners’ Learning Style Classification related to IQ and Stress based on EEG
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Educational Data Mining: A Review
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Threshold Value in Automatic Learning Style Detection
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Extensions to the k-Means Algorithm for Clustering Large Data Sets with Categorical Values
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Students' reports of motivation and negative affect: A theoretical and empirical analysis.
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Effect of mining educational data to improve adaptation of learning in e-learning system
inferredcites →https://doi.org/10.1080/0013188900320105openalex-snapshot
Gender differences in a cooperative computer‐based language task
inferredcites →https://doi.org/10.1080/09645290701409939openalex-snapshot
Predicting Academic Performance by Data Mining Methods
inferredcites →https://doi.org/10.1093/comjnl/26.4.354openalex-snapshot
A Survey of Recent Advances in Hierarchical Clustering Algorithms
inferredcites →https://doi.org/10.1108/03055720710838551openalex-snapshot
Effective educational process: a data‐mining approach
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Using learning styles to personalize online learning
inferredcites →https://doi.org/10.1109/ams.2009.117openalex-snapshot
Uncovering Hidden Information Within University's Student Enrollment Data Using Data Mining
inferredcites →https://doi.org/10.1109/asonam.2009.82openalex-snapshot
Predicting the Nexus between Post-Secondary Education Affordability and Student Success: An Application of Network-Based Approaches
inferredcites →https://doi.org/10.1109/cict.2013.6558109openalex-snapshot
Review based on data clustering algorithms
inferredcites →https://doi.org/10.1109/cie.2002.1185862openalex-snapshot
Building a recommender agent for e-learning systems
inferredcites →https://doi.org/10.1109/cisim.2008.61openalex-snapshot
Finding Candidate Helpers in Collaborative E-Learning using Rough Sets
inferredcites →https://doi.org/10.1109/cit.2010.338openalex-snapshot
The Research on Teaching Method of Basics Course of Computer based on Cluster Analysis
inferredcites →https://doi.org/10.1109/cits.2013.6705722openalex-snapshot
Mining relationships among user clusters in Facebook for language learning
inferredcites →https://doi.org/10.1109/cscwd.2007.4281571openalex-snapshot
Assessing Method for E-Learner Clustering
inferredcites →https://doi.org/10.1109/cscwd.2008.4537122openalex-snapshot
Research on E-learner Personality Grouping Based on Fuzzy Clustering Analysis
inferredcites →https://doi.org/10.1109/cscwd.2009.4968115openalex-snapshot
Clustering learners according to their collaboration
inferredcites →https://doi.org/10.1109/cts.2013.6567202openalex-snapshot
Big data: A review
inferredcites →https://doi.org/10.1109/ecdc.2013.6556748openalex-snapshot
Identifying the factors affecting the success and failure of e-learning students using cluster analysis
inferredcites →https://doi.org/10.1109/eidwt.2012.64openalex-snapshot
Massive Processing of Activity Logs of a Virtual Campus
inferredcites →https://doi.org/10.1109/ettandgrs.2008.10openalex-snapshot
Application of RS and Clustering Algorithm in Distance Education
inferredcites →https://doi.org/10.1109/fie.2004.1408490openalex-snapshot
Learning portfolio analysis and mining in SCORM compliant environment
inferredcites →https://doi.org/10.1109/fie.2007.4417977openalex-snapshot
Diagnosis of students’ online learning portfolios
inferredcites →https://doi.org/10.1109/fie.2008.4720414openalex-snapshot
Using data mining to discover the correlation between web learning portfolios and achievements
inferredcites →https://doi.org/10.1109/fie.2012.6462485openalex-snapshot
The students are unstable! Cluster analysis of motivation and early implications for educational research and practice
inferredcites →https://doi.org/10.1109/hicss.2003.1174266openalex-snapshot
Discovering group interaction patterns in a teachers professional community
inferredcites →https://doi.org/10.1109/icacte.2010.5579808openalex-snapshot
Clustering approach to examination scheduling
inferredcites →https://doi.org/10.1109/icalt.2004.1357461openalex-snapshot
Student modeling using principal component analysis of SOM clusters
inferredcites →https://doi.org/10.1109/icalt.2005.191openalex-snapshot
Learning performance assessment approach using learning portfolio for e-learning systems
inferredcites →https://doi.org/10.1109/icalt.2008.214openalex-snapshot
Concept-Based Pages Recommendation by Using Cluster Algorithm
inferredcites →https://doi.org/10.1109/icalt.2008.60openalex-snapshot
A Repository with Semantic Organization for Educational Content
inferredcites →https://doi.org/10.1109/icalt.2013.160openalex-snapshot
Particle Swarm Optimization (PSO)-Based Clustering for Improving the Quality of Learning using Cloud Computing
inferredcites →https://doi.org/10.1109/iccct.2012.13openalex-snapshot
User Centric Retrieval of Learning Objects in LMS
inferredcites →https://doi.org/10.1109/iccee.2009.168openalex-snapshot
Predicting NDUM Student's Academic Performance Using Data Mining Techniques
inferredcites →https://doi.org/10.1109/icces.2010.5674875openalex-snapshot
Applying a novel clustering technique based on FP-tree to university timetabling problem: A case study
inferredcites →https://doi.org/10.1109/iccic.2013.6724235openalex-snapshot
Applications of partition based clustering algorithms: A survey
inferredcites →https://doi.org/10.1109/iceed.2011.6235363openalex-snapshot
EEG theta and Alpha asymmetry analysis of neuroticism-bound Learning Style
inferredcites →https://doi.org/10.1109/icelet.2012.6333365openalex-snapshot
Predicting GPA and academic dismissal in LMS using educational data mining: A case mining
inferredcites →https://doi.org/10.1109/icelet.2012.6333367openalex-snapshot
Learners grouping improvement in e-learning environment using fuzzy inspired PSO method
inferredcites →https://doi.org/10.1109/icelete.2013.6644359openalex-snapshot
Clustering moodle data as a tool for profiling students
inferredcites →https://doi.org/10.1109/icetc.2010.5529224openalex-snapshot
A novel approach to clustering access patterns in e-learning environment
inferredcites →https://doi.org/10.1109/icetech.2016.7569290openalex-snapshot
A density-based clustering algorithm and experiments on student dataset with noises using Rough set theory
inferredcites →https://doi.org/10.1109/icetet.2012.55openalex-snapshot
Divisive Approach of Clustering for Educational Data
inferredcites →https://doi.org/10.1109/icicic.2009.247openalex-snapshot
Integrating IRT to Clustering Student's Ability with K-Means
inferredcites →https://doi.org/10.1109/icinfa.2006.374128openalex-snapshot
Collaborative E-Learning for Remote Education; An Approach For Realizing Pervasive Learning Environments
inferredcites →https://doi.org/10.1109/icriis.2011.6125693openalex-snapshot
Application of self organizing map for knowledge discovery based in higher education data
inferredcites →https://doi.org/10.1109/icsmc.2012.6378259openalex-snapshot
A Case Study On Using Personalized Data Mining For University Curricula
inferredcites →https://doi.org/10.1109/ictee.2012.6208603openalex-snapshot
A novel approach for upgrading Indian education by using data mining techniques
inferredcites →https://doi.org/10.1109/ictee.2012.6208617openalex-snapshot
Application of data mining in educational databases for predicting academic trends and patterns
inferredcites →https://doi.org/10.1109/incos.2010.15openalex-snapshot
Using Bi-clustering Algorithm for Analyzing Online Users Activity in a Virtual Campus
inferredcites →https://doi.org/10.1109/incos.2010.76openalex-snapshot
Towards Adaptive Learning Support on the Basis of Behavioural Patterns in Learning Activity Sequences
inferredcites →https://doi.org/10.1109/iske.2010.5680824openalex-snapshot
Mining the student programming performance using rough set
inferredcites →https://doi.org/10.1109/iti.2008.4588429openalex-snapshot
Determining students’ academic failure profile founded on data mining methods
inferredcites →https://doi.org/10.1109/itime.2011.6132144openalex-snapshot
A study on educational data clustering approach based on improved particle swarm optimizer
inferredcites →https://doi.org/10.1109/itre.2004.1393665openalex-snapshot
A case study of knowledge discovery on academic achievement, student desertion and student retention
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A Prototype System for Educational Data Warehousing and Mining
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Mining of student academic evaluation records in higher education
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Clustering algorithms and validity measures
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Evaluation of Web Based Behavioral Interventions Using Spoken Tutorials
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Clustering Students Based on their Annotations of a Digital Text
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Continuous Clustering in Big Data Learning Analytics
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Indonesia education quality: Does distance to the capital matter? (A clustering approach on elementary school intakes and outputs qualities)
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Clustering and Sequential Pattern Mining of Online Collaborative Learning Data
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Survey of Clustering Algorithms
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Learning Performance Assessment Approach Using Web-Based Learning Portfolios for E-learning Systems
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Educational Data Mining: A Review of the State of the Art
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E-learning Behavior Analysis Based on Fuzzy Clustering
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Multi-model Ontology-Based Hybrid Recommender System in E-learning Domain
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Analysis of Relations in eLearning
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Learning through face‐to‐face and online discussions: Associations between students' conceptions, approaches and academic performance in political science
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Using Learning Style Instruments to Enhance Student Learning
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Modeling student online learning using clustering
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A decision support system to improve e-learning environments
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A survey on clustering in data mining
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The relationship between educational performance and online access routines
inferredcites →https://doi.org/10.1145/2330601.2330660openalex-snapshot
Using agglomerative hierarchical clustering to model learner participation profiles in online discussion forums
inferredcites →https://doi.org/10.1145/2330601.2330661openalex-snapshot
Learning analytics and educational data mining
inferredcites →https://doi.org/10.1145/2345396.2345562openalex-snapshot
Applicability of data mining algorithms for recommendation system in e-learning
inferredcites →https://doi.org/10.1145/2371316.2371350openalex-snapshot
Discovery and evaluation of student's profiles with machine learning
inferredcites →https://doi.org/10.1145/2460296.2460330openalex-snapshot
Deconstructing disengagement
inferredcites →https://doi.org/10.1145/2462476.2465583openalex-snapshot
Teaching data structures with beSocratic
inferredcites →https://doi.org/10.1145/2567574.2567604openalex-snapshot
Clustering for improving educational process mining
inferredcites →https://doi.org/10.1145/2567574.2567605openalex-snapshot
Clustering of design decisions in classroom visual displays
inferredcites →https://doi.org/10.1145/2590651.2590674openalex-snapshot
An assistant agent for group formation in CSCL based on student learning styles
inferredcites →https://doi.org/10.1145/985692.985741openalex-snapshot
Off-task behavior in the cognitive tutor classroom
inferredcites →https://doi.org/10.1201/b15783-13openalex-snapshot
Data Mining Applications in Higher Education
inferredcites →https://doi.org/10.13140/2.1.4564.8965openalex-snapshot
Reflective Dialogues and Students' Problem Solving Ability Analysis Using Clustering
inferredcites →https://doi.org/10.2307/1268876openalex-snapshot
Algorithms for Clustering Data
inferredcites →https://doi.org/10.3102/00028312042004697openalex-snapshot
Motivation and Performance Differences in Students’ Domain-Specific Epistemological Belief Profiles
inferredcites →https://doi.org/10.3115/1150240.1150290openalex-snapshot
Computer supported interaction analysis of group problem solving
inferredcites →https://doi.org/10.4304/jsw.5.12.1363-1370openalex-snapshot
Learning Ability Clustering in Collaborative Learning
inferredcites →https://doi.org/10.47893/ijcct.2010.1052openalex-snapshot
Intrusion detection using clustering
inferredcites →https://doi.org/10.5281/zenodo.3554613openalex-snapshot
Clustering and Profiling Students According to their Interactions with an Intelligent Tutoring System Fostering Self-Regulated Learning
inferredcites →https://doi.org/10.5281/zenodo.3554637openalex-snapshot
Toward a Framework for Learner Segmentation
inferredcites →https://doi.org/10.5281/zenodo.3554657openalex-snapshot
The State of Educational Data Mining in 2009: A Review and Future Visions
inferredcites →https://doi.org/10.5281/zenodo.3554659openalex-snapshot
Combining Unsupervised and Supervised Classification to Build User Models for Exploratory Learning Environments
inferredcites →https://doi.org/10.7939/r3736m20popenalex-snapshot
Web Usage Mining for a Better Web-Based Learning Environment
inferredcites →https://doi.org/10.9790/3021-0204719725openalex-snapshot
AN OVERVIEW ON CLUSTERING METHODS

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Predicting Students’ Academic Performance Based on Improved PSO-Xgboost: A Campus Behavior Perspective
inferred← citeshttps://doi.org/10.1007/978-3-030-96644-7_2openalex-snapshot
Public Datasets and Data Sources for Educational Data Mining
inferred← citeshttps://doi.org/10.1007/978-3-031-03918-8_30openalex-snapshot
Precision Education Approaches to Education Data Mining and Analytics: A Review
inferred← citeshttps://doi.org/10.1007/978-3-031-10545-6_3openalex-snapshot
Student Behaviour Models for a University LMS
inferred← citeshttps://doi.org/10.1007/978-3-031-20429-6_13openalex-snapshot
Human Evacuation Movement Simulation Model: Concepts and Techniques
inferred← citeshttps://doi.org/10.1007/978-3-031-20601-6_9openalex-snapshot
An Efficient 2-Stages Classification Model for Students Performance Prediction
inferred← citeshttps://doi.org/10.1007/978-3-031-21569-8_2openalex-snapshot
Socio-affective Profiles in Virtual Learning Environments: Using Learning Analytics
inferred← citeshttps://doi.org/10.1007/978-3-031-21753-1_22openalex-snapshot
EduBot: A Proof-of-Concept for a High School Motivational Agent
inferred← citeshttps://doi.org/10.1007/978-3-031-29800-4_2openalex-snapshot
Machine-Learning-Based Software to Group Heterogeneous Students for Online Peer Assessment Activities
inferred← citeshttps://doi.org/10.1007/978-3-031-34111-3_39openalex-snapshot
Predicting Student Performance with Virtual Resources Interaction Data
inferred← citeshttps://doi.org/10.1007/978-3-031-41226-4_23openalex-snapshot
Predicting Student Performance with Virtual Resources Interaction Data at Different Stages of the Course
inferred← citeshttps://doi.org/10.1007/978-3-031-57320-0_4openalex-snapshot
Towards the Analysis of Longitudinal Data in Knowledge Graphs on Job Ads
inferred← citeshttps://doi.org/10.1007/978-3-031-63434-5_22openalex-snapshot
Data Lake Optimization: An Educational Analysis Case
inferred← citeshttps://doi.org/10.1007/978-3-031-72747-4_23openalex-snapshot
Analysis of Graduate Students Using Machine Learning to Forecast Student’s Employability and Academic Success
inferred← citeshttps://doi.org/10.1007/978-3-031-74758-8_1openalex-snapshot
Modeling and Analysis of Longitudinal Labor Market Social Networks
inferred← citeshttps://doi.org/10.1007/978-3-031-95397-2_19openalex-snapshot
Learning Analytics Dashboard with Peer Comparison for Student Feedback in Conceptual Modeling Education
inferred← citeshttps://doi.org/10.1007/978-3-031-97309-3_11openalex-snapshot
Dropout Prediction for Higher Education: Data Sets and Methods, a Brief Overview
inferred← citeshttps://doi.org/10.1007/978-3-031-98462-4_1openalex-snapshot
When GPT-4 Goes to Class: Benchmarking MOOCs and Enhancing Course Design with AI
inferred← citeshttps://doi.org/10.1007/978-3-031-98462-4_46openalex-snapshot
On the Fairness of Ensemble Learning Methods in Student Dropout Prediction
inferred← citeshttps://doi.org/10.1007/978-3-032-23219-9_42openalex-snapshot
Early Prediction of Performance: A Machine Learning Approach to Predicting Student Performance Using Continuous Assessment Data
inferred← citeshttps://doi.org/10.1007/978-3-032-23844-3_33openalex-snapshot
Detecting Cognitive Fatigue in Online Learners: A Big Data Approach
inferred← citeshttps://doi.org/10.1007/978-3-032-32726-0_48openalex-snapshot
Student Profiling Using Clustering for Academic Behavior Analytics
inferred← citeshttps://doi.org/10.1007/978-3-319-60013-0_124-1openalex-snapshot
Data Mining for Educational Management
inferred← citeshttps://doi.org/10.1007/978-3-319-65172-9_6openalex-snapshot
DSS-PSP - A Decision Support Software for Evaluating Students’ Performance
inferred← citeshttps://doi.org/10.1007/978-3-319-68318-8_2openalex-snapshot
A Procedural Learning and Institutional Analytics Framework
inferred← citeshttps://doi.org/10.1007/978-3-319-91152-6_2openalex-snapshot
Exploring New Ways to Increase Engagement in Full-Path MOOC Programs
inferred← citeshttps://doi.org/10.1007/978-3-319-95522-3_20openalex-snapshot
An Experience Using Educational Data Mining and Machine Learning Towards a Full Engagement Educational Framework
inferred← citeshttps://doi.org/10.1007/978-3-658-39607-7_1openalex-snapshot
Aktuelle Erkenntnisse aus der Literatur zu Data Mining und Learning Analytics im Bildungsbereich
inferred← citeshttps://doi.org/10.1007/978-981-13-1165-9_39openalex-snapshot
Mining CMS Log Data for Students’ Feedback Analysis
inferred← citeshttps://doi.org/10.1007/978-981-13-1498-8_5openalex-snapshot
A Computational Approach for Project Work Performance Analysis Based on Online Collaborative Data
inferred← citeshttps://doi.org/10.1007/978-981-13-2685-1_39openalex-snapshot
EDM Framework for Knowledge Discovery in Educational Domain
inferred← citeshttps://doi.org/10.1007/978-981-15-7383-5_18openalex-snapshot
Exploratory Analysis of a Large Dataset of Educational Videos: Preliminary Results Using People Tracking
inferred← citeshttps://doi.org/10.1007/978-981-15-9505-9_73openalex-snapshot
Influence of Student Satisfaction on Service Quality: A Framework to Measure Quality of Education in Indonesian Private Higher Education Institutions
inferred← citeshttps://doi.org/10.1007/978-981-16-3930-2_17openalex-snapshot
Exploring a Large Dataset of Educational Videos Using Object Detection Analysis
inferred← citeshttps://doi.org/10.1007/978-981-16-3941-8_11openalex-snapshot
Mining Pre-Grade Academic and Demographic Data to Predict University Dropout
inferred← citeshttps://doi.org/10.1007/978-981-16-5685-9_25openalex-snapshot
Prediction of Chronic Kidney Disease by Best Accuracy Using Supervised Classification Machine Learning Approach
inferred← citeshttps://doi.org/10.1007/978-981-19-0475-2_23openalex-snapshot
Transfer Learning Approach for Analyzing Attentiveness of Students in an Online Classroom Environment with Emotion Detection
inferred← citeshttps://doi.org/10.1007/978-981-19-5482-5_3openalex-snapshot
A Comparative Analysis to Measure Scholastic Success of Students Using Data Science Methods
inferred← citeshttps://doi.org/10.1007/978-981-33-4597-3_70openalex-snapshot
K-Means Algorithm with Rapidminer in Clustering School Participation Rate in Indonesia
inferred← citeshttps://doi.org/10.1007/978-981-97-0737-9_19openalex-snapshot
Research on Improving Higher Education Exam Quality Based on Weighted k-Medoids Clustering
inferred← citeshttps://doi.org/10.1007/978-981-97-3701-7_3openalex-snapshot
Analysis and Prediction of Students’ Performance Using Machine Learning
inferred← citeshttps://doi.org/10.1007/978-981-99-0026-8_2openalex-snapshot
A Review of Clustering Models in Educational Data Science Toward Fairness-Aware Learning
inferred← citeshttps://doi.org/10.1007/s00500-020-05075-4openalex-snapshot
Towards developing hybrid educational data mining model (HEDM) for efficient and accurate student performance evaluation
inferred← citeshttps://doi.org/10.1007/s00500-020-05110-4openalex-snapshot
Predicting course achievement of university students based on their procrastination behaviour on Moodle
inferred← citeshttps://doi.org/10.1007/s00521-018-3756-yopenalex-snapshot
Improving the evaluation process of students’ performance utilizing a decision support software
inferred← citeshttps://doi.org/10.1007/s00521-020-05395-4openalex-snapshot
Automatic clustering algorithms: a systematic review and bibliometric analysis of relevant literature
inferred← citeshttps://doi.org/10.1007/s10462-023-10508-1openalex-snapshot
Intelligent techniques in e-learning: a literature review
inferred← citeshttps://doi.org/10.1007/s10639-019-10022-4openalex-snapshot
Grade prediction of weekly assignments in MOOCS: mining video-viewing behavior
inferred← citeshttps://doi.org/10.1007/s10639-020-10230-3openalex-snapshot
Student performance analysis and prediction in classroom learning: A review of educational data mining studies
inferred← citeshttps://doi.org/10.1007/s10639-020-10309-xopenalex-snapshot
Behind the scenes of educational data mining
inferred← citeshttps://doi.org/10.1007/s10639-022-10954-4openalex-snapshot
Student assessment in cybersecurity training automated by pattern mining and clustering
inferred← citeshttps://doi.org/10.1007/s10639-022-10997-7openalex-snapshot
What Factors Influence Students Satisfaction in Massive Open Online Courses? Findings from User-Generated Content Using Educational Data Mining
inferred← citeshttps://doi.org/10.1007/s10639-022-11106-4openalex-snapshot
Accuracy comparison between statistical and computational classifiers applied for predicting student performance in online higher education
inferred← citeshttps://doi.org/10.1007/s10639-022-11259-2openalex-snapshot
Predicting students’ performance in English and Mathematics using data mining techniques
inferred← citeshttps://doi.org/10.1007/s10639-022-11468-9openalex-snapshot
Post hoc identification of student groups: Combining user modeling with cluster analysis
inferred← citeshttps://doi.org/10.1007/s10639-022-11536-0openalex-snapshot
Recent advances in Predictive Learning Analytics: A decade systematic review (2012–2022)
inferred← citeshttps://doi.org/10.1007/s10639-023-11706-8openalex-snapshot
Predicting students’ academic performance by mining the educational data through machine learning-based classification model
inferred← citeshttps://doi.org/10.1007/s10639-023-11736-2openalex-snapshot
Deep learning for opinion mining and topic classification of course reviews
inferred← citeshttps://doi.org/10.1007/s10639-023-12139-zopenalex-snapshot
Enhancing Student Success Prediction with FeatureX: A Fusion Voting Classifier Algorithm with Hybrid Feature Selection
inferred← citeshttps://doi.org/10.1007/s10639-024-12480-xopenalex-snapshot
Using data clustering to reveal trainees’ behavior in cybersecurity education
inferred← citeshttps://doi.org/10.1007/s10639-024-12736-6openalex-snapshot
Genetically optimized neural network for college English teaching evaluation method
inferred← citeshttps://doi.org/10.1007/s10639-025-13647-wopenalex-snapshot
Enhancing institutional readiness: A Multi-Stakeholder approach to learning analytics policy with the SHEILA-UTAUT framework using PLS-SEM
inferred← citeshttps://doi.org/10.1007/s10639-026-13894-5openalex-snapshot
Performance prediction in VR co-creation learning environments: Dual-phase vs. single-phase feature extraction and predictor evaluation in student engagement
inferred← citeshttps://doi.org/10.1007/s10758-020-09476-0openalex-snapshot
Predicting Academic Outcomes: A Survey from 2007 Till 2018
inferred← citeshttps://doi.org/10.1007/s10763-020-10085-7openalex-snapshot
A Systematic Review on Data Mining for Mathematics and Science Education
inferred← citeshttps://doi.org/10.1007/s10791-024-09496-9openalex-snapshot
Text mining technologies applied to free-text answers of students in e-assessment
inferred← citeshttps://doi.org/10.1007/s11042-023-14530-xopenalex-snapshot
A novel evaluation technique for human body perception of clothing fit
inferred← citeshttps://doi.org/10.1007/s11277-021-09211-7openalex-snapshot
A Novel Analytical Framework for Educational Intelli-gence-as-a-Service
inferred← citeshttps://doi.org/10.1007/s11528-021-00638-0openalex-snapshot
Student Engagement Patterns in a Blended Learning Environment: an Educational Data Mining Approach
inferred← citeshttps://doi.org/10.1007/s11633-021-1312-1openalex-snapshot
Data Augmentation and Deep Neuro-fuzzy Network for Student Performance Prediction with MapReduce Framework
inferred← citeshttps://doi.org/10.1007/s12652-019-01674-8openalex-snapshot
RETRACTED ARTICLE: Predictive analysis of student academic performance and employability chances using HLVQ algorithm
inferred← citeshttps://doi.org/10.1007/s12652-020-01894-3openalex-snapshot
RETRACTED ARTICLE: Query expansion for patent retrieval using a modified stellar-mass black hole optimization
inferred← citeshttps://doi.org/10.1007/s12652-020-02041-8openalex-snapshot
Prediction of students’ procrastination behaviour through their submission behavioural pattern in online learning
inferred← citeshttps://doi.org/10.1007/s40593-020-00200-8openalex-snapshot
On the Use of Soft Computing Methods in Educational Data Mining and Learning Analytics Research: a Review of Years 2010–2018
inferred← citeshttps://doi.org/10.1007/s40593-023-00331-8openalex-snapshot
Interpretable Dropout Prediction: Towards XAI-Based Personalized Intervention
inferred← citeshttps://doi.org/10.1007/s40593-025-00485-7openalex-snapshot
Uncovering Measurement Biases in LLM Embedding Spaces: The Anna Karenina Principle and Its Implications for Automated Feedback
inferred← citeshttps://doi.org/10.1007/s42330-025-00377-xopenalex-snapshot
Investigating Predictors of Student Performance in STEM Using Educational Data Mining Techniques
inferred← citeshttps://doi.org/10.1007/s42979-026-05239-3openalex-snapshot
A Unified Explainable Predictive Analytics Pipeline for Learning Management Systems
inferred← citeshttps://doi.org/10.1007/s44217-025-00502-wopenalex-snapshot
Performance prediction using educational data mining techniques: a comparative study
inferred← citeshttps://doi.org/10.1007/s44217-025-00839-2openalex-snapshot
Using machine learning and perceptual data to predict student satisfaction of eLearning systems in Ugandan institutions of higher education
inferred← citeshttps://doi.org/10.1007/s44217-026-01843-wopenalex-snapshot
Leveraging machine learning to predict academic success: a literature review and bibliometric trend analysis
inferred← citeshttps://doi.org/10.1016/b978-0-12-804535-0.09995-0openalex-snapshot
Foreword
inferred← citeshttps://doi.org/10.1016/j.asoc.2024.111451openalex-snapshot
Enhancing personalized learning with explainable AI: A chaotic particle swarm optimization based decision support system
inferred← citeshttps://doi.org/10.1016/j.asoc.2024.111460openalex-snapshot
Hyperscale data analysis oriented optimization mechanisms for higher education management systems platforms with evolutionary intelligence
inferred← citeshttps://doi.org/10.1016/j.bdr.2021.100270openalex-snapshot
Educational Big Data: Predictions, Applications and Challenges
inferred← citeshttps://doi.org/10.1016/j.caeai.2022.100105openalex-snapshot
Learning pattern classification using moodle logs and the visualization of browsing processes by time-series cross-section
inferred← citeshttps://doi.org/10.1016/j.caeai.2024.100227openalex-snapshot
DNA of learning behaviors: A novel approach of learning performance prediction by NLP
inferred← citeshttps://doi.org/10.1016/j.caeai.2025.100369openalex-snapshot
Evaluation of early student performance prediction given concept drift
inferred← citeshttps://doi.org/10.1016/j.chb.2017.12.015openalex-snapshot
Using process mining to analyze students' quiz-taking behavior patterns in a learning management system
inferred← citeshttps://doi.org/10.1016/j.compedu.2024.105074openalex-snapshot
Navigating the online learning journey by self-regulation: Teachers as learners
inferred← citeshttps://doi.org/10.1016/j.cosrev.2026.101008openalex-snapshot
Simulating students with large language models: A review of architecture, mechanisms, and role modeling in education with generative AI
inferred← citeshttps://doi.org/10.1016/j.csi.2019.03.004openalex-snapshot
S3Mining: A model-driven engineering approach for supporting novice data miners in selecting suitable classifiers
inferred← citeshttps://doi.org/10.1016/j.future.2020.02.003openalex-snapshot
Research on investment decision-making model from the perspective of “Internet of Things + Big data”
inferred← citeshttps://doi.org/10.1016/j.heliyon.2021.e08017openalex-snapshot
Unveiling educational patterns at a regional level in Colombia: data from elementary and public high school institutions
inferred← citeshttps://doi.org/10.1016/j.iree.2026.100345openalex-snapshot
Beyond digital tools. Instructional engineers and student engagement in blended economics courses: A comparative study
inferred← citeshttps://doi.org/10.1016/j.is.2025.102627openalex-snapshot
Process-driven visual analysis of cybersecurity capture the flag exercises
inferred← citeshttps://doi.org/10.1016/j.jbusres.2018.02.012openalex-snapshot
Educational data mining: Predictive analysis of academic performance of public school students in the capital of Brazil
inferred← citeshttps://doi.org/10.1016/j.procs.2019.08.083openalex-snapshot
Non-academic factors impacting analysis of the student’s the qualifying test results
inferred← citeshttps://doi.org/10.1016/j.procs.2020.09.273openalex-snapshot
QLearn: Towards a framework for smart learning environments
inferred← citeshttps://doi.org/10.1016/j.procs.2021.10.077openalex-snapshot
Classification of Academic Performance for University Research Evaluation by Implementing Modified Naive Bayes Algorithm
inferred← citeshttps://doi.org/10.1016/j.resourpol.2021.102337openalex-snapshot
Application of data mining in Iran's Artisanal and Small-Scale mines challenges analysis
inferred← citeshttps://doi.org/10.1016/j.softx.2024.101727openalex-snapshot
UBUMonitor: Desktop application for visual e-learning student clustering with Moodle
inferred← citeshttps://doi.org/10.1016/j.tate.2023.104261openalex-snapshot
Discourses regarding education governance in the digital age at K-12 level: Possibilities, risks, and strategies
inferred← citeshttps://doi.org/10.1038/s41598-025-21332-8openalex-snapshot
Machine learning-driven development of a behaviour-based student classification system (SCS-B) for enhanced educational analytics
inferred← citeshttps://doi.org/10.1038/s41598-025-86261-yopenalex-snapshot
Predicting the academic achievement of students using black hole optimization and Gaussian process regression
inferred← citeshttps://doi.org/10.1049/joe.2019.0938openalex-snapshot
Educational data mining for students' performance based on fuzzy C‐means clustering
inferred← citeshttps://doi.org/10.1051/e3sconf/202455601034openalex-snapshot
Revolution of E-Learning Up takes in Higher Education Institutions in India
inferred← citeshttps://doi.org/10.1051/itmconf/20268903014openalex-snapshot
Clustering Student Learning Types with SHAP: Toward Interpretable Data-Driven Class Formation
inferred← citeshttps://doi.org/10.1063/5.0080187openalex-snapshot
Student performance prediction in higher education: A comprehensive review
inferred← citeshttps://doi.org/10.1063/5.0186053openalex-snapshot
Big data analysis based on student activity analysis using enhanced decision tree vector quantization
inferred← citeshttps://doi.org/10.1080/00051144.2022.2060652openalex-snapshot
Predicting the academic progression in student’s standpoint using machine learning
inferred← citeshttps://doi.org/10.1080/0144929x.2018.1467967openalex-snapshot
A bibliometric perspective of learning analytics research landscape
inferred← citeshttps://doi.org/10.1080/0144929x.2018.1485053openalex-snapshot
Learning Analytics to identify dropout factors of Computer Science studies through Bayesian networks
inferred← citeshttps://doi.org/10.1080/03610918.2019.1700279openalex-snapshot
The effect of cognitive and behavioral factors on student success in a bottleneck business statistics course via deeper analytics
inferred← citeshttps://doi.org/10.1080/03610926.2023.2170180openalex-snapshot
Joint modeling of the longitudinal student mark and the competing events of degree completion and academic dropout
inferred← citeshttps://doi.org/10.1080/08839514.2021.1877481openalex-snapshot
Classifier Selection and Ensemble Model for Multi-class Imbalance Learning in Education Grants Prediction
inferred← citeshttps://doi.org/10.1080/10494820.2019.1680391openalex-snapshot
Using learning analytics to support students’ engineering design: the angle of prediction
inferred← citeshttps://doi.org/10.1080/10494820.2023.2190362openalex-snapshot
Improvement of learning outcomes in traditional learning model by introducing online activities and big data analytics
inferred← citeshttps://doi.org/10.1080/10494820.2024.2408554openalex-snapshot
From hype to evidence: exploring large language models for inter-group bias classification in higher education
inferred← citeshttps://doi.org/10.1080/1475939x.2021.2021977openalex-snapshot
Using online student interactions to predict performance in a first-year computing science course
inferred← citeshttps://doi.org/10.1088/1742-6596/1217/1/012118openalex-snapshot
Clustering student behavior based on quiz activities on moodle LMS to discover the relation with a final exam score
inferred← citeshttps://doi.org/10.1088/1742-6596/1233/1/012007openalex-snapshot
Developing LKPD Medicinal Plant Diversity with an Investigation Model Group on Learning Comprehension
inferred← citeshttps://doi.org/10.1088/1742-6596/1471/1/012009openalex-snapshot
Improving the Quality of Management with the Concept of Decision Support Systems in Determining Factors for Choosing a Cafe based on Consumers
inferred← citeshttps://doi.org/10.1088/1742-6596/1500/1/012110openalex-snapshot
Genetic Algorithm Based Feature Selection With Ensemble Methods For Student Academic Performance Prediction
inferred← citeshttps://doi.org/10.1088/1742-6596/1566/1/012047openalex-snapshot
Analysis of Decision Support Systems on Recommended Sales of the Best Ornamental Plants by Type
inferred← citeshttps://doi.org/10.1088/1742-6596/1933/1/012062openalex-snapshot
Comparison J48 And Naïve Bayes Methods in Educational Analysis
inferred← citeshttps://doi.org/10.1088/1757-899x/722/1/012012openalex-snapshot
Comparison Clustering Performance Based on Moodle Log Mining
inferred← citeshttps://doi.org/10.1093/obo/9780199756810-0269openalex-snapshot
Artificial Intelligence and Learning
inferred← citeshttps://doi.org/10.1097/acm.0000000000005983openalex-snapshot
Applications of Artificial Intelligence for Nonpsychomotor Skills Training in Health Professions Education: A Scoping Review
inferred← citeshttps://doi.org/10.1097/jpa.0000000000000347openalex-snapshot
Using Data Mining for the Early Identification of Struggling Learners in Physician Assistant Education
inferred← citeshttps://doi.org/10.1103/physrevphyseducres.15.020120openalex-snapshot
Using machine learning to predict physics course outcomes
inferred← citeshttps://doi.org/10.1103/physrevphyseducres.16.020130openalex-snapshot
Using machine learning to identify the most at-risk students in physics classes
inferred← citeshttps://doi.org/10.1103/physrevphyseducres.18.020117openalex-snapshot
Visualizing and predicting the path to an undergraduate physics degree at two different institutions
inferred← citeshttps://doi.org/10.1108/idd-06-2018-0018openalex-snapshot
Exploring the benefits and challenges of learning analytics in higher education institutions: a systematic literature review
inferred← citeshttps://doi.org/10.1108/idd-09-2019-0070openalex-snapshot
Educational data mining: a systematic review of research and emerging trends
inferred← citeshttps://doi.org/10.1108/idd-10-2022-0099openalex-snapshot
Educational data mining and learning analytics: a review of educational management in e-learning
inferred← citeshttps://doi.org/10.1108/jarhe-11-2018-0253openalex-snapshot
Leveraging learning analytics for student reflection and course evaluation
inferred← citeshttps://doi.org/10.1108/jeim-11-2025-1087openalex-snapshot
A review on multi-perspective analysis of data science tools across business verticals
inferred← citeshttps://doi.org/10.1108/qea-01-2024-0006openalex-snapshot
A critical review of data mining in education on the levels and aspects of education
inferred← citeshttps://doi.org/10.1109/access.2018.2818724openalex-snapshot
An Empirical Study of Investigating Mobile Applications Development Challenges
inferred← citeshttps://doi.org/10.1109/access.2018.2845843openalex-snapshot
DIR-ST2: Delineation of Imprecise Regions Using Spatio–Temporal–Textual Information
inferred← citeshttps://doi.org/10.1109/access.2018.2860519openalex-snapshot
An xAPI Application Profile to Monitor Self-Regulated Learning Strategies
inferred← citeshttps://doi.org/10.1109/access.2018.2875742openalex-snapshot
Predicting Achievement of Students in Smart Campus
inferred← citeshttps://doi.org/10.1109/access.2018.2878478openalex-snapshot
Text Mining Analysis of Teaching Evaluation Questionnaires for the Selection of Outstanding Teaching Faculty Members
inferred← citeshttps://doi.org/10.1109/access.2018.2882240openalex-snapshot
Integration of Data Mining Clustering Approach in the Personalized E-Learning System
inferred← citeshttps://doi.org/10.1109/access.2018.2887057openalex-snapshot
Understanding Time-Based Trends in Stakeholders’ Choice of Learning Activity Type Using Predictive Models
inferred← citeshttps://doi.org/10.1109/access.2019.2910287openalex-snapshot
K-Means Clustering With Incomplete Data
inferred← citeshttps://doi.org/10.1109/access.2019.2934979openalex-snapshot
Design of Traffic Emergency Response System Based on Internet of Things and Data Mining in Emergencies
inferred← citeshttps://doi.org/10.1109/access.2019.2936630openalex-snapshot
Collaborative Filtering Based on Gaussian Mixture Model and Improved Jaccard Similarity
inferred← citeshttps://doi.org/10.1109/access.2019.2937985openalex-snapshot
Modeling the Effort and Learning Ability of Students in MOOCs
inferred← citeshttps://doi.org/10.1109/access.2019.2946503openalex-snapshot
The Influence of Student Abilities and High School on Student Growth: A Case Study of Chinese National College Entrance Exam
inferred← citeshttps://doi.org/10.1109/access.2020.2978979openalex-snapshot
Supporting Teachers to Monitor Student’s Learning Progress in an Educational Environment With Robotics Activities
inferred← citeshttps://doi.org/10.1109/access.2020.2994561openalex-snapshot
Big Educational Data & Analytics: Survey, Architecture and Challenges
inferred← citeshttps://doi.org/10.1109/access.2020.3008830openalex-snapshot
Machine Learning-Based Student’s Native Place Identification for Real-Time
inferred← citeshttps://doi.org/10.1109/access.2020.3014948openalex-snapshot
Clustering Algorithms in an Educational Context: An Automatic Comparative Approach
inferred← citeshttps://doi.org/10.1109/access.2020.3024111openalex-snapshot
Unsupervised Functional Link Artificial Neural Networks for Cluster Analysis
inferred← citeshttps://doi.org/10.1109/access.2020.3026934openalex-snapshot
Predicting Attitude of Indian Student’s Towards ICT and Mobile Technology for Real-Time: Preliminary Results
inferred← citeshttps://doi.org/10.1109/access.2020.3040338openalex-snapshot
PCRS: Personalized Career-Path Recommender System for Engineering Students
inferred← citeshttps://doi.org/10.1109/access.2020.3040858openalex-snapshot
Educational Data Mining for Tutoring Support in Higher Education: A Web-Based Tool Case Study in Engineering Degrees
inferred← citeshttps://doi.org/10.1109/access.2021.3061368openalex-snapshot
Explainable Student Performance Prediction Models: A Systematic Review
inferred← citeshttps://doi.org/10.1109/access.2021.3075675openalex-snapshot
A Novel Framework With Weighted Heterogeneous Educational Network Embedding for Personalized Freshmen Recommendation Under the Impact of COVID-19 Storm
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Uncovering the Educational Data Mining Landscape and Future Perspective: A Comprehensive Analysis
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Explainable Models for Predicting Academic Pathways for High School Students in Saudi Arabia
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Predicting E-learning Course Final Average-Grade using Machine Learning Techniques : A Case Study in Shaqra University
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