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

作者:Little Max A*; Varoquaux Gael; Saeb Sohrab; Lonini Luca; Jayaraman Arun; Mohr David C; Kording Konrad P
来源:GigaScience, 2017, 6(5).
DOI:10.1093/gigascience/gix020

摘要

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.