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Furthermore, minimal validation has been done on most of these datasets.
FW therefore stops the search early when the minimal validation error has not decreased for at least 10 runs.
"She got very minimal validation from the system.
Magnetic resonance imaging (MRI) detects a wider spectrum of structural lesions but has undergone minimal validation in prospective studies.
For instance, to make data publication as easy as possible for authors, Figshare and Zenodo publish datasets from any field with minimal validation.
This may be because indices, to date, have either required information not readily available in routine clinical practice, 14 do not provide explicit outcome risks 15 16 or have received minimal validation.
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We also conclude that monitoring of leakage scenarios has had minimal field validation and thus quantifying and reducing risk will require dedicated experiments that probe and test uncertainty in fault/fracture-zone and wellbore leakage.
The regularization parameters of Lasso and elastic net are chosen with the minimal cross validation error.
Over the past decade, questions have been raised regarding the ability to generalize the recommendations from this single-institution study with minimal external validation to populations around the world.
Dudoit and van der Laan [8] give the asymptotic proof of selecting the tuning parameter with minimal cross-validation error in V-fold cross-validation and, therefore, provide a theoretical basis for this approach.
The optimization problem (Eq. 1.10) can be solved by combining an iterative coordinate descent algorithm for a given pair of parameters and a leave-one-out cross-validation to find the optimal values of which provide the minimal cross-validation error [ 17, 59].
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