Meta-Learning and Model Selection in Multiobjective Evolutionary Algorithms

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F12%3A10126821" target="_blank" >RIV/00216208:11320/12:10126821 - isvavai.cz</a>
Alternative codes found
RIV/67985807:_____/12:00384809
Result on the web
<a href="http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6406701" target="_blank" >http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6406701</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICMLA.2012.78" target="_blank" >10.1109/ICMLA.2012.78</a>

Result language
angličtina
Original language name
Meta-Learning and Model Selection in Multiobjective Evolutionary Algorithms
Original language description
Most existing surrogate based evolutionary algorithms deal with only one model selected by the authors and different models are not considered. In this paper we propose a framework which enables automatic selection of types of surrogate models, and evaluate the effect of the type of selection on the overall performance of the resulting evolutionary algorithm. Two different types of model selection are tested and compared both in pre-selection scenario and in local search scenario.
Czech name
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Czech description
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Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
2012 11th International Conference on Machine Learning and Applications (ICMLA)
ISBN
978-1-4673-4651-1
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
433-438
Publisher name
IEEE Computer Press
Place of publication
Boca Raton, FL
Event location
Boca Raton, FL, USA
Event date
Dec 12, 2012
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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