Machine Learning
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
A Preliminary Investigation of Modified XCS as a Generic Data Mining Tool
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
A survey of evolutionary algorithms for data mining and knowledge discovery
Advances in evolutionary computing
Combining Pattern Classifiers: Methods and Algorithms
Combining Pattern Classifiers: Methods and Algorithms
PKDD '04 Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases
Rule-based evolutionary online learning systems: learning bounds, classification, and prediction
Rule-based evolutionary online learning systems: learning bounds, classification, and prediction
Classifier fitness based on accuracy
Evolutionary Computation
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
Collective behavior based hierarchical XCS
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Improving XCS Performance by Distribution
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Learning classifier systems: a complete introduction, review, and roadmap
Journal of Artificial Evolution and Applications
A self-organized, distributed, and adaptive rule-based induction system
IEEE Transactions on Neural Networks
CoXCS: A Coevolutionary Learning Classifier Based on Feature Space Partitioning
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Distributed data mining for e-business
Information Technology and Management
Self-adaptation of parameters in a learning classifier system ensemble machine
International Journal of Applied Mathematics and Computer Science - Computational Intelligence in Modern Control Systems
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XCS is a flexible system for data mining due to its ability to deal with environmental changes, learn online with little prior knowledge and evolve accurate and maximally general classifiers. In this paper, we propose DXCS which is an XCS-based distributed data mining system. A MDL metric is proposed to quantify and analyze network load, and study the balance between network load and classifier accuracy in the presence of noise. The DXCS system shows promising results.