Implementation of parameter space search for meta learning in a data-mining multi-agent system
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F11%3A00375575" target="_blank" >RIV/67985807:_____/11:00375575 - isvavai.cz</a>
Alternative codes found
RIV/00216208:11320/11:10103692
Result on the web
<a href="http://dx.doi.org/10.1109/ICMLA.2011.161" target="_blank" >http://dx.doi.org/10.1109/ICMLA.2011.161</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICMLA.2011.161" target="_blank" >10.1109/ICMLA.2011.161</a>
Alternative languages
Result language
angličtina
Original language name
Implementation of parameter space search for meta learning in a data-mining multi-agent system
Original language description
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.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GAP202%2F11%2F1368" target="_blank" >GAP202/11/1368: Learning of functional relationships from high-dimensional data</a><br>
Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the The 10th International Conference on Machine Learning and Applications
ISBN
978-0-7695-4607-0
ISSN
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e-ISSN
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Number of pages
4
Pages from-to
366-369
Publisher name
IEEE Computer Society
Place of publication
Piscataway
Event location
Honolulu
Event date
Dec 18, 2011
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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