Machine learning for global optimization

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Machine learning for global optimization

In this paper we introduce the LeGO (Learning for Global Optimization) approach for global optimization in which machine learning is used to predict the outcome of a computationally expensive global optimization run, based upon a suitable training performed by standard runs of the same global optimization method. We propose to use a Support Vector Machine (although different machine learning to...

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Optimization for Machine Learning

This is a draft containing only sra chapter.tex and an abbreviated front matter. Please check that the formatting and small changes have been performed correctly. Please verify the affiliation. Please use this version for sending us future modifications.

متن کامل

Optimization for Machine Learning

This is a draft containing only sra chapter.tex and an abbreviated front matter. Please check that the formatting and small changes have been performed correctly. Please verify the affiliation. Please use this version for sending us future modifications.

متن کامل

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ژورنال

عنوان ژورنال: Computational Optimization and Applications

سال: 2010

ISSN: 0926-6003,1573-2894

DOI: 10.1007/s10589-010-9330-x