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Using and understanding cross-validation strategies. Perspectives on Saeb et al.


ABSTRACT: This three-part review takes a detailed look at the complexities of cross-validation, fostered by the peer review of Saeb et al.'s paper entitled "The need to approximate the use-case in clinical machine learning." It contains perspectives by reviewers and by the original authors that touch upon cross-validation: the suitability of different strategies and their interpretation.

SUBMITTER: Little MA 

PROVIDER: S-EPMC5441396 | biostudies-literature | 2017 May

REPOSITORIES: biostudies-literature

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Using and understanding cross-validation strategies. Perspectives on Saeb et al.

Little Max A MA   Varoquaux Gael G   Saeb Sohrab S   Lonini Luca L   Jayaraman Arun A   Mohr David C DC   Kording Konrad P KP  

GigaScience 20170501 5


This three-part review takes a detailed look at the complexities of cross-validation, fostered by the peer review of Saeb et al.'s paper entitled "The need to approximate the use-case in clinical machine learning." It contains perspectives by reviewers and by the original authors that touch upon cross-validation: the suitability of different strategies and their interpretation. ...[more]

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