Original Contribution: Stacked generalization
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Decision Combination in Multiple Classifier Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Arbitrating among competing classifiers using learned referees
Knowledge and Information Systems
Multi-agent Technology for Distributed Data Mining and Classification
IAT '03 Proceedings of the IEEE/WIC International Conference on Intelligent Agent Technology
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International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers from the KES2004 conference
Issues in stacked generalization
Journal of Artificial Intelligence Research
Ontology issue in multi-agent distributed learning
AIS-ADM 2005 Proceedings of the 2005 international conference on Autonomous Intelligent Systems: agents and Data Mining
Agent-mining interaction: an emerging area
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
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The experience proved that integration of multi-agent and data mining technologies provides mutual enrichment of them both and leads to emergence of new design technologies and systems with better properties. However, this integration put forward novel problems of different kinds. The paper considers agent-based distributed design technology of distributed classification systems and presents basic components of the software infrastructure intended for support of the aforementioned design technology. The paper also analyzes associated problems and outlines some basic solutions proposed.