Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Journal of Interactive Learning Research
Targeting the right students using data mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
On Evaluating Adaptive Systems for Education
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
High-Level Student Modeling with Machine Learning
ITS '00 Proceedings of the 5th International Conference on Intelligent Tutoring Systems
Web-based analysis of data mining and decision support education
AI Communications
Student modeling for a web-based learning environment: a data mining approach
Eighteenth national conference on Artificial intelligence
Discovering Web Access Patterns and Trends by Applying OLAP and Data Mining Technology on Web Logs
ADL '98 Proceedings of the Advances in Digital Libraries Conference
Building a Recommender Agent for e-Learning Systems
ICCE '02 Proceedings of the International Conference on Computers in Education
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
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
Semantic resource management for the web: an e-learning application
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
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
Using data mining as a strategy for assessing asynchronous discussion forums
Computers & Education
Adaptive and Intelligent Web-based Educational Systems
International Journal of Artificial Intelligence in Education
Applications of Data Mining in Constraint-based Intelligent Tutoring Systems
Proceedings of the 2005 conference on Artificial Intelligence in Education: Supporting Learning through Intelligent and Socially Informed Technology
Using genetic algorithms for data mining optimization in an educational web-based system
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Discovering prediction rules in AHA! courses
UM'03 Proceedings of the 9th international conference on User modeling
Ontology-based filtering mechanisms for web usage patterns retrieval
EC-Web'05 Proceedings of the 6th international conference on E-Commerce and Web Technologies
Evaluating pedagogical classification frameworks for learning objects: A case study
Computers in Human Behavior
Seeking activity: on the trail of users in open and community source frameworks
Proceedings of the 35th annual ACM SIGUCCS fall conference
Seeding the survey and analysis of research literature with text mining
Expert Systems with Applications: An International Journal
Data mining in course management systems: Moodle case study and tutorial
Computers & Education
A systematic approach to new mobile service creation
Expert Systems with Applications: An International Journal
Insights and surprises from usage patterns: some benefits of data mining in academic online systems
Proceedings of the 36th annual ACM SIGUCCS fall conference: moving mountains, blazing trails
Dynamic question generation system for web-based testing using particle swarm optimization
Expert Systems with Applications: An International Journal
Mining the text information to optimizing the customer relationship management
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Mining fuzzy association rules from questionnaire data
Knowledge-Based Systems
Summarization on the Data Mining Application Research in Chinese Education
Advances in Blended Learning
User Modeling and User-Adapted Interaction
The toolbox for local and global plagiarism detection
Computers & Education
A data analysis model based on control charts to monitor online learning processes
International Journal of Business Intelligence and Data Mining
Evaluating Web Based Instructional Models Using Association Rule Mining
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
SWeMoF: A Semantic Framework to Discover Patterns in Learning Networks
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
Automatic Web Pages Author Extraction
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Student Groups Modeling by Integrating Cluster Representation and Association Rules Mining
SOFSEM '10 Proceedings of the 36th Conference on Current Trends in Theory and Practice of Computer Science
The framework and prospective design for web-based intelligent tutoring system
WBE '08 Proceedings of the Seventh IASTED International Conference on Web-based Education
An application of data mining in adaptive web based education system
WBE '08 Proceedings of the Seventh IASTED International Conference on Web-based Education
A decision support system to improve e-learning environments
Proceedings of the 2010 EDBT/ICDT Workshops
An ontology-based software framework to provide educational data mining
Proceedings of the 2010 ACM Symposium on Applied Computing
Non-linear correlation techniques in educational data mining
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Evaluation of e-learning systems based on fuzzy clustering models and statistical tools
Expert Systems with Applications: An International Journal
WSEAS Transactions on Computers
Expert Systems with Applications: An International Journal
Building group recommendations in e-learning systems
KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part I
Educational data mining: a review of the state of the art
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Web usage mining for improving students performance in learning management systems
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Adaptive algorithm based on clustering techniques for custom reading plans
CIMMACS '10 Proceedings of the 9th WSEAS international conference on computational intelligence, man-machine systems and cybernetics
An expert system manipulating knowledge to help human learners into virtual environment
Expert Systems with Applications: An International Journal
Preface to the special issue on data mining for personalised educational systems
User Modeling and User-Adapted Interaction
Mining fuzzy specific rare itemsets for education data
Knowledge-Based Systems
Web usage mining approach to detect student's collaborative skills
Journal of Web Engineering
Adapted feedback supported by interactions of blended-learning actors: a proposal
AIED'11 Proceedings of the 15th international conference on Artificial intelligence in education
Probability modelling of accesses to the course activities in the web-based educational system
ICCSA'11 Proceedings of the 2011 international conference on Computational science and Its applications - Volume Part V
Discovering discriminative test items for achievement tests
Expert Systems with Applications: An International Journal
Supporting teachers in adaptive educational systems through predictive models: A proof of concept
Expert Systems with Applications: An International Journal
Analysis of students' learning activities through quantifying time-series comments
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Model-based clustering analysis of student data
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
Proceedings of the 39th annual ACM SIGUCCS conference on User services
Expert Systems with Applications: An International Journal
Attention please!: learning analytics for visualization and recommendation
Proceedings of the 1st International Conference on Learning Analytics and Knowledge
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
A data-driven technique for misconception elicitation
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Artificial Intelligence Review
Introduction to the special section on educational data mining
ACM SIGKDD Explorations Newsletter
Representing instructional design methods using ontologies and rules
Knowledge-Based Systems
Classification of users by using support vector machines
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Building a data governance model for learning analytics
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
Educational monitoring tool based on faceted browsing and data portraits
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
Learning analytics and educational data mining: towards communication and collaboration
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
International Journal of Web Based Communities
Designing a user interface to manage recommendations in virtual learning communities
International Journal of Web Based Communities
Building group recommendations in e-learning systems
Transactions on Computational Collective Intelligence VII
Improving user experience with case-based reasoning systems using text mining and Web 2.0
Expert Systems with Applications: An International Journal
Personalized links recommendation based on data mining in adaptive educational hypermedia systems
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special issue on highlights of the decade in interactive intelligent systems
Computers in Human Behavior
An approach for LMS assessment
International Journal of Technology Enhanced Learning
Learning analytics: drivers, developments and challenges
International Journal of Technology Enhanced Learning
Data Mining User Activity in Free and Open Source Software FOSS/ Open Learning Management Systems
International Journal of Open Source Software and Processes
Supporting the Interconnection of Communities of Practice: The Example of TE-Cap 2
International Journal of Web-Based Learning and Teaching Technologies
Learning analytics as a "middle space"
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Proceedings of the Third International Conference on Learning Analytics and Knowledge
A service oriented architecture to provide data mining services for non-expert data miners
Decision Support Systems
An overview of web mining in education
Proceedings of the 17th Panhellenic Conference on Informatics
Dependencies between E-Learning Usage Patterns and Learning Results
Proceedings of the 13th International Conference on Knowledge Management and Knowledge Technologies
Mixing and matching usage data: techniques for mining varied activity data sources
Proceedings of the 41st annual ACM SIGUCCS conference on User services
Real-time learning analytics in educational games
Proceedings of the First International Conference on Technological Ecosystem for Enhancing Multiculturality
Knowledge Discovery in Higher Educational Big Dataset
International Journal of Information Retrieval Research
Review: Educational data mining: A survey and a data mining-based analysis of recent works
Expert Systems with Applications: An International Journal
Master in Teacher Training: A real implementation of Active Learning
Computers in Human Behavior
Analyzing student notes and questions to create personalized study guides
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
Visualizing semantic space of online discourse: the knowledge forum case
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
A neuro-fuzzy approach in the classification of students' academic performance
Computational Intelligence and Neuroscience
| Hi-index | 12.07 |
Currently there is an increasing interest in data mining and educational systems, making educational data mining as a new growing research community. This paper surveys the application of data mining to traditional educational systems, particular web-based courses, well-known learning content management systems, and adaptive and intelligent web-based educational systems. Each of these systems has different data source and objectives for knowledge discovering. After preprocessing the available data in each case, data mining techniques can be applied: statistics and visualization; clustering, classification and outlier detection; association rule mining and pattern mining; and text mining. The success of the plentiful work needs much more specialized work in order for educational data mining to become a mature area.