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Among four available approaches, none of these methods appear to be a desirable choice in terms of variable selection because an appreciable number of null predictors are included conservatively, but LASSO regression is much superior to others.
A more desirable selection was achieved with the tolerance models; selection frequency of the irrelevant covariates in the range 11%to20%and25%to47%to 47% for the NM and WM settings respectively.
Furthermore, there are currently no reliable tools or assays for predicting biodegradability in the early phases of drug development, which hinders the appropriate and desirable selection of biodegradable compounds.
However, by introducing a criterion for control gains selection, a desirable performance can still be achieved.
Choice conjures the idea of a directed selection of a desirable action or object, motivated by internal likes and dislikes, or other such preferences.
Selection of a desirable false positive versus false negative threshold depends on the clinical domain's desire to avoid missing a true signal and the cost of performing more in depth analysis of each detected signal.
The selection of a desirable solvent or solvent system as the carrier of a particular polymer is fundamental for the optimisation of electrospinning.
In general, as decreases a user's lack of resources is mirrored to his utility and consequently their need for having high priority in accessing system resources is revealed, a desirable property that justifies its selection, as it is shown via the solution of the corresponding utility-based system optimization problem.
In a GWAS, SNP selection is a desirable property when trying to find regions in the DNA that bear a causal influence on the outcome.
seed isoflavones have long been considered a desirable trait to target in selection programs for their contribution to human health and plant defense systems.
Furthermore, fitness observations allow for the preferential selection or overweighting of clones that display a desirable phenotype, e.g. the stronger the selection the more significant the contribution of surviving strains.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com