Pruning SMAC search space based on key hyperparameters

Summary Machine learning (ML) has been widely applied in many areas in recent decades. However, because of its inherent complexity and characteristics, the efficiency and effectiveness of ML algorithm often to be heavily relies on the technical experts' experience and expertise which play a cru...

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Bibliographic Details

Published in:	Concurrency and computation Vol. 34; no. 9
Main Authors:	Li, Hui, Liang, Qingqing, Chen, Mei, Dai, Zhenyu, Li, Huanjun, Zhu, Ming
Format:	Journal Article
Language:	English
Published:	Hoboken, USA John Wiley & Sons, Inc 25.04.2022 Wiley Subscription Services, Inc
Subjects:	Algorithms AutoML Configurations hyperparameter optimization key hyperparameters Machine learning Optimization pruning Regression models Searching SMAC
ISSN:	1532-0626, 1532-0634
Online Access:	Get full text
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