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Extracting the most relevant of the attributes for best prediction performance.
Efficient means that model generation is possible for data with more variables than objects, for data with highly correlating variables, and that the complexity of the model is optimized for best prediction performance (not necessarily for best fit).
The threshold value for best prediction (albeit not significant) for all volume challenges was 21%.
However, further large-scale studies are required to determine a liver stiffness cut-off value using transient elastography for best prediction of varices formation.
The threshold values for best prediction (even if the area under the ROC curve was not significant) varied from 9 to 12% (Table 2).
Based on this approach ultimately estimates for sensitivity and specificity of 83.5% and 90.6% were obtained for best prediction of breast cancer.
Similar(51)
Three types of NNs were evaluated and parametric studies were performed to optimize network designs for best predictions of the flow variables.
None of the gene models in the JGI assembly appear to predict the correct coding sequence for either HrDlxα or HrDlβ (the sequences are either truncated or missing part of the homeobox, but see fgenesh4_pg.C_scaffold_92000036 for the best prediction of HrDlxα, and fgenesh4_pg.C_scaffold_41000062 for the best prediction of HrDlβ), and there are no corresponding EST sequences for this region.
The table shows, for example, that the calculated time point for the best prediction using ReQuest™-GI was Day 10.
A data-worth analysis identifies the most valuable observation data to be measured for the best prediction of total hydrocarbon production.
In most cases of images, the number of support pixel, N = 26 is selected for the best prediction performance in the proposed method while N = 4 [9] and N = 6 [20] are used in other LS predictor.
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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