Cascaded Algorithm Selection With Extreme-Region UCB Bandit

AutoML aims at best configuring learning systems automatically. It contains core subtasks of algorithm selection and hyper-parameter tuning. Previous approaches considered searching in the joint hyper-parameter space of all algorithms, which forms a huge but redundant space and causes an inefficient...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 10 vom: 07. Okt., Seite 6782-6794
Auteur principal: Hu, Yi-Qi (Auteur)
Autres auteurs: Liu, Xu-Hui, Li, Shu-Qiao, Yu, Yang
Format: Article en ligne
Langue:English
Publié: 2022
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article