Statistics versus machine learning: definitions are interesting (but understanding, methodology, and reporting are more important)

Author:

Van Calster Ben,Verbakel Jan Y.,Christodoulou Evangelia,Steyerberg Ewout W.,Collins Gary S.

Funder

Research Foundation–Flanders

KU Leuven

Cancer Research UK

NIHR Biomedical Research Centre

Publisher

Elsevier BV

Subject

Epidemiology

Reference5 articles.

1. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement;Collins;J Clin Epidemiol,2015

2. Inadmissibility of the usual estimator of the mean of a multivariate normal distribution;Stein,1956

3. Ridge regression: biased estimation for nonorthogonal problems;Hoerl;Technometrics,1970

4. Regression shrinkage and selection via the lasso;Tibshirani;J R Stat Soc Series B Stat Methodol,1996

5. On measuring and correcting the effects of data mining and model selection;Ye;J Am Stat Assoc,1998

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