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Conference object . 2011
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Implementation of Parameter Space Search for Meta Learning in a Data-Mining Multi-agent System
Authors: Kazík, O.; Pešková, K.; Pilát, M.; Neruda, R. (Roman);
Abstract
In this paper an implementation of a multi-agent system designed for solving complex data mining tasks is presented. The system is based on ontologically sound AGR (agents, groups, roles) model and encapsulates Weka library methods in JADE agents. We emphasize the unique intelligent features of the system -- its ability to search the parameter space of the data mining methods to find the optimal configuration, and meta learning -- finding the best possible method for the given data based on the ontological compatibility of datasets.
Country
Czech Republic
Related Organizations
- Czech Academy of Sciences Czech Republic
- Charles University Czech Republic
- Polish Academy of Sciences Poland
- Academy of Sciences Library Czech Republic
- Institute of Computer Science Poland
Keywords
data-mining, meta learning, multi-agent system, parameter space search
data-mining, meta learning, multi-agent system, parameter space search
citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).5 popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.Average influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).Average impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.Top 10%

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citations
Citations provided by BIP!
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
popularity
Popularity provided by BIP!
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
5
Average
Average
Top 10%
Fields of Science (3) View all
Related to Research communities
Energy Research