Targeting the right students using data mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining from open answers in questionnaire data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
A Two-Phase Fuzzy Mining and Learning Algorithm for Adaptive Learning Environment
ICCS '01 Proceedings of the International Conference on Computational Science-Part II
W3 - Applying Machine Learning to ITS Design/Construction
ITS '00 Proceedings of the 5th International Conference on Intelligent Tutoring Systems
High-Level Student Modeling with Machine Learning
ITS '00 Proceedings of the 5th International Conference on Intelligent Tutoring Systems
Student modeling for a web-based learning environment: a data mining approach
Eighteenth national conference on Artificial intelligence
Evaluating Learning Behavior of Web-Based Training (WBT) Using Web Log
ICCE '02 Proceedings of the International Conference on Computers in Education
Building a Recommender Agent for e-Learning Systems
ICCE '02 Proceedings of the International Conference on Computers in Education
Using Neural Networks to Predict Student's Performance
ICCE '02 Proceedings of the International Conference on Computers in Education
Using Data Mining for Improving Web-Based Course Design
ICCE '02 Proceedings of the International Conference on Computers in Education
Personalized Courseware Construction Based on Web Data Mining
WISE '00 Proceedings of the First International Conference on Web Information Systems Engineering (WISE'00)-Volume 2 - Volume 2
Inferring Student Learning Behaviour from Website Interactions: A Usage Analysis
Education and Information Technologies
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
A Personalized Courseware Recommendation System Based on Fuzzy Item Response Theory
EEE '04 Proceedings of the 2004 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'04)
E-learning personalization based on itineraries and long-term navigational behavior
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Data Mining and Text Mining Technologies for Collaborative Learning in an ILMS "Samurai"
ICALT '04 Proceedings of the IEEE International Conference on Advanced Learning Technologies
Knowledge Discovery with Genetic Programming for Providing Feedback to Courseware Authors
User Modeling and User-Adapted Interaction
The classroom sentinel: supporting data-driven decision-making in the classroom
WWW '05 Proceedings of the 14th international conference on World Wide Web
'First Aid for You': Getting to Know Your Learning Style Using Machine Learning
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Predicting Students' Marks in Hellenic Open University
ICALT '05 Proceedings of the Fifth IEEE International Conference on Advanced Learning Technologies
Using data mining as a strategy for assessing asynchronous discussion forums
Computers & Education
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Student progress monitoring tool using treeview
Proceedings of the 37th SIGCSE technical symposium on Computer science education
Machine learning approaches for inducing student models
IEA/AIE'2004 Proceedings of the 17th international conference on Innovations in applied artificial intelligence
Some useful tactics to modify, map and mine data from intelligent tutors
Natural Language Engineering
Mining learning groups' activities in forum-type tools
CSCL '05 Proceedings of th 2005 conference on Computer support for collaborative learning: learning 2005: the next 10 years!
Identification of fuzzy models to predict students performance in an e-learning environment
WBE'06 Proceedings of the 5th IASTED international conference on Web-based education
Minel: a framework for mining e-learning logs
WBE'06 Proceedings of the 5th IASTED international conference on Web-based education
Analysis of Felder-Silverman Index of Learning Styles by a Data-Driven Statistical Approach
ISM '06 Proceedings of the Eighth IEEE International Symposium on Multimedia
Educational data mining: A survey from 1995 to 2005
Expert Systems with Applications: An International Journal
Modeling and understanding students' off-task behavior in intelligent tutoring systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Expert Systems with Applications: An International Journal
Evaluating Bayesian networks' precision for detecting students' learning styles
Computers & Education
A new approach for constructing the concept map
Computers & Education
Student Academic Performance Monitoring and Evaluation Using Data Mining Techniques
CERMA '07 Proceedings of the Electronics, Robotics and Automotive Mechanics Conference
Opinion Mining in e-Learning System
NPC '07 Proceedings of the 2007 IFIP International Conference on Network and Parallel Computing Workshops
A Framework for Assessing Usage of Web-Based e-Learning Systems
ICICIC '07 Proceedings of the Second International Conference on Innovative Computing, Informatio and Control
Learning Activity-Based E-Learning Material Recommendation System
ISMW '07 Proceedings of the Ninth IEEE International Symposium on Multimedia Workshops
Mining e-Learning domain concept map from academic articles
Computers & Education
Analysing users' access logs in Moodle to improve e learning
EATIS '07 Proceedings of the 2007 Euro American conference on Telematics and information systems
Data mining in course management systems: Moodle case study and tutorial
Computers & Education
A novel approach for assisting teachers in analyzing student web-searching behaviors
Computers & Education
Data Mining Techniques in e-Learning CelGrid System
CISIM '08 Proceedings of the 2008 7th Computer Information Systems and Industrial Management Applications
ICALT '08 Proceedings of the 2008 Eighth IEEE International Conference on Advanced Learning Technologies
International Journal of Learning Technology
Web Usage Mining to Evaluate the Transfer of Learning in a Web-Based Learning Environment
WKDD '08 Proceedings of the First International Workshop on Knowledge Discovery and Data Mining
Personalized Recommendation Service System in E-Learning Using Web Intelligence
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Research on Personalized E-Learning System Using Fuzzy Set Based Clustering Algorithm
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
The Effect of Model Granularity on Student Performance Prediction Using Bayesian Networks
UM '07 Proceedings of the 11th international conference on User Modeling
Cluster Analysis for Users' Modeling in Intelligent E-Learning Systems
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Toward Automatic Hint Generation for Logic Proof Tutoring Using Historical Student Data
ITS '08 Proceedings of the 9th international conference on Intelligent Tutoring Systems
A Rule-Based Recommender System for Online Discussion Forums
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Data-Driven Prediction of the Necessity of Help Requests in ILEs
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
A First Step towards Argument Mining and Its Use in Arguing Agents and ITS
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part I
Using Methods of Association Rules Mining Optimizationin in Web-Based Mobile-Learning System
ISECS '08 Proceedings of the 2008 International Symposium on Electronic Commerce and Security
Supporting teachers in collaborative student modeling: A framework and an implementation
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Mining students' behavior in web-based learning programs
Expert Systems with Applications: An International Journal
Mining fuzzy association rules from questionnaire data
Knowledge-Based Systems
Web Text Clustering for Personalized E-learning Based on Maximal Frequent Itemsets
CSSE '08 Proceedings of the 2008 International Conference on Computer Science and Software Engineering - Volume 06
Discovering genres of online discussion threads via text mining
Computers & Education
Personalized Instructing Recommendation System Based on Web Mining
ICYCS '08 Proceedings of the 2008 The 9th International Conference for Young Computer Scientists
Temporal Data Mining for Educational Applications
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Planning of educational training courses by data mining: Using China Motor Corporation as an example
Expert Systems with Applications: An International Journal
User Modeling and User-Adapted Interaction
Data mining for adaptive learning sequence in English language instruction
Expert Systems with Applications: An International Journal
The application of SOM as a decision support tool to identify AACSB peer schools
Decision Support Systems
Introduction to Information Visualization
Introduction to Information Visualization
SAMOS: a model for monitoring students' and groups' activities in collaborative e-learning
International Journal of Learning Technology
A blog article recommendation generating mechanism using an SBACPSO algorithm
Expert Systems with Applications: An International Journal
Application of Visual Data Mining in Higher-Education Evaluation System
ETCS '09 Proceedings of the 2009 First International Workshop on Education Technology and Computer Science - Volume 02
Clustering and Sequential Pattern Mining of Online Collaborative Learning Data
IEEE Transactions on Knowledge and Data Engineering
A learning style classification mechanism for e-learning
Computers & Education
Thread-based analysis of patterns of collaborative interaction in chat
Proceedings of the 2005 conference on Artificial Intelligence in Education: Supporting Learning through Intelligent and Socially Informed Technology
Educational Data Mining: a Case Study
Proceedings of the 2005 conference on Artificial Intelligence in Education: Supporting Learning through Intelligent and Socially Informed Technology
Predicting Students' Performance with SimStudent: Learning Cognitive Skills from Observation
Proceedings of the 2007 conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work
Implement web learning environment based on data mining
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Mining learners' behavior in accessing web-based interface
Edutainment'07 Proceedings of the 2nd international conference on Technologies for e-learning and digital entertainment
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Association rule mining: models and algorithms
Association rule mining: models and algorithms
Sequence Data Mining
Bayesian student models based on item to item knowledge structures
EC-TEL'06 Proceedings of the First European conference on Technology Enhanced Learning: innovative Approaches for Learning and Knowledge Sharing
Getting to know your student in distance learning contexts
EC-TEL'06 Proceedings of the First European conference on Technology Enhanced Learning: innovative Approaches for Learning and Knowledge Sharing
Social navigation support in a course recommendation system
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
A novel resource recommendation system based on connecting to similar e-learners
ICWL'05 Proceedings of the 4th international conference on Advances in Web-Based Learning
Using student and group models to support teachers in web-based distance education
UM'05 Proceedings of the 10th international conference on User Modeling
Web usage mining project for improving web-based learning sites
EUROCAST'05 Proceedings of the 10th international conference on Computer Aided Systems Theory
PeRES: a personalized recommendation education system based on multi-agents & SCORM
ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
Towards fuzzy domain ontology based concept map generation for E-Learning
ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
A bayes net toolkit for student modeling in intelligent tutoring systems
ITS'06 Proceedings of the 8th international conference on Intelligent Tutoring Systems
Comparison of machine learning methods for intelligent tutoring systems
ITS'06 Proceedings of the 8th international conference on Intelligent Tutoring Systems
Survey of Data Mining Approaches to User Modeling for Adaptive Hypermedia
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Learning Log Explorer in E-Learning Diagnosis
IEEE Transactions on Education
Cross-system validation of engagement prediction from log files
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
Proposing the underlying causes that lead to the trainee's erroneous actions to the trainer
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
Using MotSaRT to support on-line teachers in student motivation
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
LOCO-analyst: a tool for raising teachers' awareness in online learning environments
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
User Modeling and User-Adapted Interaction
Preface to the special issue on data mining for personalised educational systems
User Modeling and User-Adapted Interaction
Content-free collaborative learning modeling using data mining
User Modeling and User-Adapted Interaction
Activity sequence modelling and dynamic clustering for personalized e-learning
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
Analysis of e-learning processes
Proceedings of the 2011 Workshop on Open Source and Design of Communication
Dynamically adapting training systems based on user interactions
Proceedings of the 2011 workshop on Knowledge discovery, modeling and simulation
Monitoring student progress using virtual appliances: A case study
Computers & Education
Artificial Intelligence Review
Multiple instance learning for classifying students in learning management systems
Expert Systems with Applications: An International Journal
Learning analytics and educational data mining: towards communication and collaboration
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
Data mining for adding adaptive interventions to exploratory and open-ended environments
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Discovery and evaluation of student's profiles with machine learning
Proceedings of the Fifth Balkan Conference in Informatics
User interaction analysis in a CSCL environment supported by social media technologies
Proceedings of the 13th International Conference on Interacción Persona-Ordenador
Social networks applied to distance education courses: analysis of interaction in discussion forums
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Improving user experience with case-based reasoning systems using text mining and Web 2.0
Expert Systems with Applications: An International Journal
Computers in Human Behavior
User Modeling and User-Adapted Interaction
Domain driven data mining in human resource management: A review of current research
Expert Systems with Applications: An International Journal
Assessing students' performance using the learning analytics enriched rubrics
Proceedings of the Third International Conference on Learning Analytics and Knowledge
STEMscopes: contextualizing learning analytics in a K-12 science curriculum
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Assistance in computer programming learning using educational data mining and learning analytics
Proceedings of the 18th ACM conference on Innovation and technology in computer science education
An overview of web mining in education
Proceedings of the 17th Panhellenic Conference on Informatics
Proceedings of the 17th Panhellenic Conference on Informatics
An empirical study on the quantitative notion of task difficulty
Expert Systems with Applications: An International Journal
Review: Educational data mining: A survey and a data mining-based analysis of recent works
Expert Systems with Applications: An International Journal
Computers in Human Behavior
Monitoring MOOCs: which information sources do instructors value?
Proceedings of the first ACM conference on Learning @ scale conference
Data wranglers: human interpreters to help close the feedback loop
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
The impact of learning analytics on the dutch education system
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
Using learning analytics to identify successful learners in a blended learning course
International Journal of Technology Enhanced Learning
Review: Knowledge discovery in medicine: Current issue and future trend
Expert Systems with Applications: An International Journal
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Educational datamining (EDM) is an emerging interdisciplinary research area that deals with the development of methods to explore data originating in an educational context. EDM uses computational approaches to analyze educational data in order to study educational questions. This paper surveys the most relevant studies carried out in this field to date. First, it introduces EDM and describes the different groups of user, types of educational environments, and the data they provide. It then goes on to list the most typical/common tasks in the educational environment that have been resolved through data-mining techniques, and finally, some of the most promising future lines of research are discussed.