Choosing Best Fitness Function with Reinforcement Learning

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

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This paper describes an optimization problem with one target function to be optimized and several supporting functions that can be used to speed up the optimization process. A method based on reinforcement learning is proposed for choosing a good supporting function during optimization using genetic algorithm. Results of applying this method to a model problem are shown.

Iaith wreiddiolSaesneg
TeitlICMLA '11
Is-deitlProceedings of the 2011 10th International Conference on Machine Learning and Applications and Workshops
CyhoeddwrIEEE Press
Tudalennau354-357
Nifer y tudalennau4
Cyfrol2
ISBN (Argraffiad)978-1-4577-2134-2
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 11 Rhag 2011
Cyhoeddwyd yn allanolIe

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