Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Integrating association rule mining with relational database systems: alternatives and implications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Mining the most interesting rules
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Web usage mining for Web site evaluation
Communications of the ACM
Small is beautiful: discovering the minimal set of unexpected patterns
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
ACM SIGKDD Explorations Newsletter
Mysql
Data Mining Using Grammar-Based Genetic Programming and Applications
Data Mining Using Grammar-Based Genetic Programming and Applications
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Evolutionary Algorithms for Solving Multi-Objective Problems
Evolutionary Algorithms for Solving Multi-Objective Problems
Data Mining and Knowledge Discovery with Evolutionary Algorithms
Data Mining and Knowledge Discovery with Evolutionary Algorithms
Beyond Market Baskets: Generalizing Association Rules to Dependence Rules
Data Mining and Knowledge Discovery
Data Mining and Knowledge Discovery
An Information Theoretic Approach to Rule Induction from Databases
IEEE Transactions on Knowledge and Data Engineering
Analyzing the Subjective Interestingness of Association Rules
IEEE Intelligent Systems
Genetic Algorithms for Multiobjective Optimization: FormulationDiscussion and Generalization
Proceedings of the 5th International Conference on Genetic Algorithms
Pruning Redundant Association Rules Using Maximum Entropy Principle
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in 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
Evaluating and Revising Courses from Web Resources Educational
ITS '02 Proceedings of the 6th International Conference on Intelligent Tutoring Systems
Selecting the right interestingness measure for association patterns
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Student modeling for a web-based learning environment: a data mining approach
Eighteenth national conference on Artificial intelligence
Handbook of data mining and knowledge discovery
Handbook of data mining and knowledge discovery
Knowledge Discovery: Comprehensibility of the Results
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
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
Towards Evaluating Learners' Behaviour in a Web-Based Distance Learning Environment
ICALT '01 Proceedings of the IEEE International Conference on Advanced Learning Technologies
AHA! The adaptive hypermedia architecture
Proceedings of the fourteenth ACM conference on Hypertext and hypermedia
A survey of evolutionary algorithms for data mining and knowledge discovery
Advances in evolutionary computing
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
Multi-objective rule mining using genetic algorithms
Information Sciences: an International Journal - Special issue: Soft computing data mining
MASSON: discovering commonalities in collection of objects using genetic programming
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
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
Post-analysis of learned rules
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Mining association rules with improved semantics in medical databases
Artificial Intelligence in Medicine
Data mining in soft computing framework: a survey
IEEE Transactions on Neural Networks
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
WBE'06 Proceedings of the 5th IASTED international conference on Web-based education
Educational data mining: A survey from 1995 to 2005
Expert Systems with Applications: An International Journal
Adaptive feedback generation to support teachers in web-based distance education
User Modeling and User-Adapted Interaction
Extraction of logical rules to describe students' learning behavior
WBED'07 Proceedings of the sixth conference on IASTED International Conference Web-Based Education - Volume 2
Data mining in course management systems: Moodle case study and tutorial
Computers & Education
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
Web-based adaptive training simulator system for cardiac life support
Artificial Intelligence in Medicine
Evaluation of e-learning systems based on fuzzy clustering models and statistical tools
Expert Systems with Applications: An International Journal
A similarity measure for the negotiation in web services
Multimedia Tools and Applications
Educational data mining: a review of the state of the art
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
RM-Tool: A framework for discovering and evaluating association rules
Advances in Engineering Software
Web usage mining approach to detect student's collaborative skills
Journal of Web Engineering
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
An approach for LMS assessment
International Journal of Technology Enhanced Learning
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We introduce a methodology to improve Adaptive Systems for Web-Based Education. This methodology uses evolutionary algorithms as a data mining method for discovering interesting relationships in students' usage data. Such knowledge may be very useful for teachers and course authors to select the most appropriate modifications to improve the effectiveness of the course. We use Grammar-Based Genetic Programming (GBGP) with multi-objective optimization techniques to discover prediction rules. We present a specific data mining tool that can help non-experts in data mining carry out the complete rule discovery process, and demonstrate its utility by applying it to an adaptive Linux course that we developed.