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Can Hyperparameter Tuning Improve the Performance of a Super Learner?: A Case Study

BACKGROUND: Super learning is an ensemble machine learning approach used increasingly as an alternative to classical prediction techniques. When implementing super learning, however, not tuning the hyperparameters of the algorithms in it may adversely affect the performance of the super learner. MET...

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Detalhes bibliográficos
Publicado no:Epidemiology
Main Authors: Wong, Jenna, Manderson, Travis, Abrahamowicz, Michal, Buckeridge, David L, Tamblyn, Robyn
Formato: Artigo
Idioma:Inglês
Publicado em: Lippincott Williams & Wilkins 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6553550/
https://ncbi.nlm.nih.gov/pubmed/30985529
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1097/EDE.0000000000001027
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