Hyperparameter optimization based on a priori and a posteriori knowledge about classification problem

Subject of Research. The paper deals with Bayesian method for hyperparameter optimization of algorithms, used in machine learning for classification problems. A comprehensive survey is carried out about using a priori and a posteriori knowledge in classification task for hyperparameter optimization...

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Bibliographic Details

Published in:	Nauchno-tekhnicheskiĭ vestnik informat͡s︡ionnykh tekhnologiĭ, mekhaniki i optiki Vol. 20; no. 6; pp. 828 - 834
Main Authors:	Smirnova, V.S., Shalamov, V.V., Efimova, V.A., Filchenkov, A.A.
Format:	Journal Article
Language:	English
Published:	ITMO University 01.12.2020
Subjects:	bayesian optimization classification gaussian processes hyperparameter optimization machine learning
ISSN:	2226-1494, 2500-0373
Online Access:	Get full text
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