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Performance of Regression Models as a Function of Experiment Noise

BACKGROUND: A challenge in developing machine learning regression models is that it is difficult to know whether maximal performance has been reached on the test dataset, or whether further model improvement is possible. In biology, this problem is particularly pronounced as sample labels (response...

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Détails bibliographiques
Publié dans:Bioinform Biol Insights
Auteurs principaux: Li, Gang, Zrimec, Jan, Ji, Boyang, Geng, Jun, Larsbrink, Johan, Zelezniak, Aleksej, Nielsen, Jens, Engqvist, Martin KM
Format: Artigo
Langue:Inglês
Publié: SAGE Publications 2021
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC8243133/
https://ncbi.nlm.nih.gov/pubmed/34262264
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1177/11779322211020315
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