Exact(2)
The Maternal/Infant study described in our results looked at gp120's C2-V5, but even this region may include some unnecessary variable regions.
Occam's Razor also suggests that since we have an explanation for the diversity of life (evolution), a god can be considered an unnecessary variable.
Similar(58)
For using the datasets in Weka we performed the remove useless feature option which removes the unnecessary variables from the data.
The difference between the coefficient of determination (R-squared) and adjusted R-squared is very small, which suggests very good model specification (that is, no omitted or unnecessary variables in the model).
To be conservative, we chose the cut-off p value of 0.1 to avoid eliminating possible confounders, while at the same time maintaining power by not including unnecessary variables.
The AIC index may be used to compare competing models [ 19], as the criterion was developed to find an optimal and at the same time parsimonious model, not entering unnecessary variables [ 20].
We estimated the increase in area under the receiver operator characteristic (ROC) curve starting with the most predictive variables, with the aim of maximising the area under the curve (AUC) without including unnecessary variables, and generated a basic model using variables that were significant in multivariate analysis in both data sets.
Because of the limited absolute number of events (35 deaths) and in order to avoid an overparameterized model, Cox regression analysis, with a backward stepwise selection method to eliminate unnecessary control variables, was carried out to evaluate the effect of the biochemical and clinical variables for all-cause mortality, and hazard ratios (HR) were calculated.
Motivated by the fact that the existing results either impose severe restrictions on some key matrices or introduce some unnecessary matrix variables, this paper is focused on developing a new approach to systematically relax these restrictions for filter design.
Data problems include: forgetting to specify missing values, the use of incorrect but similarly-named variables, omitted or unnecessary rescaling of variables, and incorrect selection of subsets of cases.
use use of fractional flow-based approaches in MPS makes it unnecessary to use variable switches to handle the change of phase configurations, because the water saturation, total liquid saturation, and total pressure exist throughout the solution domain regardless of whether certain phases are present or not.
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