Articles with "regularization approaches" as a keyword



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L p ‐norm regularization approaches in variational data assimilation

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Published in 2021 at "Quarterly Journal of the Royal Meteorological Society"

DOI: 10.1002/qj.4010

Abstract: This article presents a formulation of the 4DVar objective function using as a penalty term a Lp‐norm with 1 < p read more here.

Keywords: assimilation norm; norm regularization; data assimilation; regularization approaches ... See more keywords
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Regularization approaches in clinical biostatistics: A review of methods and their applications

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Published in 2022 at "Statistical Methods in Medical Research"

DOI: 10.1177/09622802221133557

Abstract: A range of regularization approaches have been proposed in the data sciences to overcome overfitting, to exploit sparsity or to improve prediction. Using a broad definition of regularization, namely controlling model complexity by adding information… read more here.

Keywords: review methods; regularization; clinical biostatistics; regularization approaches ... See more keywords