Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
ACM Computing Surveys (CSUR)
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
High-Level Student Modeling with Machine Learning
ITS '00 Proceedings of the 5th International Conference on Intelligent Tutoring Systems
Evaluating and Revising Courses from Web Resources Educational
ITS '02 Proceedings of the 6th International Conference on Intelligent Tutoring Systems
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
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
Semantic resource management for the web: an e-learning application
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Visualising student tracking data to support instructors in web-based distance education
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
A Survey of Outlier Detection Methodologies
Artificial Intelligence Review
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
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!
Minel: a framework for mining e-learning logs
WBE'06 Proceedings of the 5th IASTED international conference on Web-based education
Moodle E-Learning Course Development
Moodle E-Learning Course Development
Educational data mining: A survey from 1995 to 2005
Expert Systems with Applications: An International Journal
Using moodle
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
The continuous empirical evaluation approach: evaluating adaptive web-based 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
Comparison of machine learning methods for intelligent tutoring systems
ITS'06 Proceedings of the 8th international conference on Intelligent Tutoring Systems
Using rules discovery for the continuous improvement of e-learning courses
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
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
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
Information versus Communication in Course Management System participation
Computers & Education
Informating HRM: a comparison of data querying and data mining
International Journal of Business Information Systems
Personalisation of Learning in Virtual Learning Environments
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
Non-linear correlation techniques in educational data mining
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Educational data mining: a review of the state of the art
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Estimating the difficulty level of the challenges proposed in a competitive e-learning environment
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Activity sequence modelling and dynamic clustering for personalized e-learning
User Modeling and User-Adapted Interaction
Mining fuzzy specific rare itemsets for education data
Knowledge-Based Systems
Analysis of e-learning processes
Proceedings of the 2011 Workshop on Open Source and Design of Communication
Automatic discovery of complementary learning resources
EC-TEL'11 Proceedings of the 6th European conference on Technology enhanced learning: towards ubiquitous learning
AAT: a tool for accessing and analysing students' behaviour data in learning systems
Proceedings of the 1st International Conference on Learning Analytics and Knowledge
The acceptance of Moodle technology by business administration students
Computers & Education
Monitoring student progress using virtual appliances: A case study
Computers & Education
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Artificial Intelligence Review
Investigating the core group effect in usage of resources with analytics
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
Applicability of data mining algorithms for recommendation system in e-learning
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
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
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
An approach for LMS assessment
International Journal of Technology Enhanced Learning
Learning analytics: drivers, developments and challenges
International Journal of Technology Enhanced Learning
A reference model for learning analytics
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
Inferring higher level learning information from low level data for the Khan Academy platform
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Open academic analytics initiative: initial research findings
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Predicting students' final performance from participation in on-line discussion forums
Computers & Education
Tap into visual analysis of the customization of grouping of activities in eLearning
Proceedings of the First International Conference on Technological Ecosystem for Enhancing Multiculturality
Analysis of dynamic resource access patterns in a blended learning course
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
eGraph tool: graphing the learning process in LMSs
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
| Hi-index | 0.00 |
Educational data mining is an emerging discipline, concerned with developing methods for exploring the unique types of data that come from the educational context. This work is a survey of the specific application of data mining in learning management systems and a case study tutorial with the Moodle system. Our objective is to introduce it both theoretically and practically to all users interested in this new research area, and in particular to online instructors and e-learning administrators. We describe the full process for mining e-learning data step by step as well as how to apply the main data mining techniques used, such as statistics, visualization, classification, clustering and association rule mining of Moodle data. We have used free data mining tools so that any user can immediately begin to apply data mining without having to purchase a commercial tool or program a specific personalized tool.