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The accuracy of prediction of genomic selection based on the original 9 k SNP marker data was outperformed by imputing missing values with the map-independent algorithm Random Forest only when a reference population size of 300 out of 371 individual lines was used.
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Similarly, for the Ontario data, the original model (PBIAS⩽8.87,NSE⩾0.19,IoA⩾0.65) was outperformed by the modified model (PBIAS⩽3.59,NSE⩾0.31,IoA⩾0.67).
On a daily scale and across equations, for the Iowa data the original model (PBIAS⩽14.96,NSE⩾0.40,⩾0.69) was outperformed by the modified model (PBIAS⩽6.48,NSE⩾0.70,IoA⩾0.76).
The Scottish government said the data showed that Scotland was outperforming the UK on employment.
In practical implementations, a general-purpose data processor may be outperformed by special-purpose aggregation protocols, which can be tailored to the specific aggregation function.
The usefulness of this simple weight is illustrated by the fact that state-of-the-art unweighted imputation schemes, which take correlations in the data matrix into account, are outperformed not only by weighted KNN imputation, but also by a weighted version of the simple row average imputation [ 16], which in its un-weighted form is substandard.
Leave was outperforming expectations – consistently.
Unsurprisingly, the GTR+G+I model itself, which was predicted to have the best fit to the sequence data, was often outperformed by the simpler JC and K2P models.
America's top legal scholars were outperformed by a data-driven decision rule at predicting a year's worth of Supreme Court case votes.
5 In accordance with reported data, 6 9 we found sequential screening to be outperformed by contingent screening.
In data involving more cell lines, for example, the SNSS/SNSS and Lasso/RF classifiers may be outperformed by others.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com