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Improved small-sample estimation of nonlinear cross-validated prediction metrics

When predicting an outcome is the scientific goal, one must decide on a metric by which to evaluate the quality of predictions. We consider the problem of measuring the performance of a prediction algorithm with the same data that were used to train the algorithm. Typical approaches involve bootstra...

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Podrobná bibliografie
Vydáno v:J Am Stat Assoc
Hlavní autoři: Benkeser, David, Petersen, Maya, van der Laan, Mark J
Médium: Artigo
Jazyk:Inglês
Vydáno: 2019
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7954141/
https://ncbi.nlm.nih.gov/pubmed/33716360
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2019.1668794
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