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Vast scaling can be used unsupervised as well as supervised.
Vast scaling was applied unsupervised as the other data pretreatment methods were unsupervised as well.
This relation was less obvious for vast scaling, however still present (unpublished results).
Vast scaling [ 12] is an acronym of variable stability scaling and it is an extension of autoscaling.
Different data pretreatment methods, i.e. centering, autoscaling, pareto scaling, range scaling, vast scaling, log transformation, and power transformation, were tested on a real-life metabolomics data set.
When vast scaling is applied as a supervised method, group information about the samples is used to determine group specific cvs for scaling.
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Vast scale.
Here, nature is on a vast scale.
Nothing, then, on a vast scale.
Security breaches happen on a vast scale.
The mice had also nibbled, on a vast scale.
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