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

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 cro...

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Detalles Bibliográficos
Autores principales: Little, Max A, Varoquaux, Gael, Saeb, Sohrab, Lonini, Luca, Jayaraman, Arun, Mohr, David C, Kording, Konrad P
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Review
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5441396/
https://www.ncbi.nlm.nih.gov/pubmed/28327989
http://dx.doi.org/10.1093/gigascience/gix020
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author Little, Max A
Varoquaux, Gael
Saeb, Sohrab
Lonini, Luca
Jayaraman, Arun
Mohr, David C
Kording, Konrad P
author_facet Little, Max A
Varoquaux, Gael
Saeb, Sohrab
Lonini, Luca
Jayaraman, Arun
Mohr, David C
Kording, Konrad P
author_sort Little, Max A
collection PubMed
description 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.
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spelling pubmed-54413962017-06-19 Using and understanding cross-validation strategies. Perspectives on Saeb et al. Little, Max A Varoquaux, Gael Saeb, Sohrab Lonini, Luca Jayaraman, Arun Mohr, David C Kording, Konrad P Gigascience Review 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. Oxford University Press 2017-03-17 /pmc/articles/PMC5441396/ /pubmed/28327989 http://dx.doi.org/10.1093/gigascience/gix020 Text en © The Author 2017. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review
Little, Max A
Varoquaux, Gael
Saeb, Sohrab
Lonini, Luca
Jayaraman, Arun
Mohr, David C
Kording, Konrad P
Using and understanding cross-validation strategies. Perspectives on Saeb et al.
title Using and understanding cross-validation strategies. Perspectives on Saeb et al.
title_full Using and understanding cross-validation strategies. Perspectives on Saeb et al.
title_fullStr Using and understanding cross-validation strategies. Perspectives on Saeb et al.
title_full_unstemmed Using and understanding cross-validation strategies. Perspectives on Saeb et al.
title_short Using and understanding cross-validation strategies. Perspectives on Saeb et al.
title_sort using and understanding cross-validation strategies. perspectives on saeb et al.
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5441396/
https://www.ncbi.nlm.nih.gov/pubmed/28327989
http://dx.doi.org/10.1093/gigascience/gix020
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