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Different scaling of linear models and deep learning in UKBiobank brain images versus machine-learning datasets

Recently, deep learning has unlocked unprecedented success in various domains, especially using images, text, and speech. However, deep learning is only beneficial if the data have nonlinear relationships and if they are exploitable at available sample sizes. We systematically profiled the performan...

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Bibliografiske detaljer
Udgivet i:Nat Commun
Main Authors: Schulz, Marc-Andre, Yeo, B. T. Thomas, Vogelstein, Joshua T., Mourao-Miranada, Janaina, Kather, Jakob N., Kording, Konrad, Richards, Blake, Bzdok, Danilo
Format: Artigo
Sprog:Inglês
Udgivet: Nature Publishing Group UK 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7447816/
https://ncbi.nlm.nih.gov/pubmed/32843633
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-020-18037-z
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