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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Detalles Bibliográficos
Autores principales: Li, Gang, Zrimec, Jan, Ji, Boyang, Geng, Jun, Larsbrink, Johan, Zelezniak, Aleksej, Nielsen, Jens, Engqvist, Martin KM
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2021
Materias:
Original Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8243133/
https://www.ncbi.nlm.nih.gov/pubmed/34262264
http://dx.doi.org/10.1177/11779322211020315

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8243133/
https://www.ncbi.nlm.nih.gov/pubmed/34262264
http://dx.doi.org/10.1177/11779322211020315

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