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Until this point, marketplaces relied on small numbers of variables to inform matches and transactions.
For small numbers of variables the predictive performance was limited (see figure 1b), which was represented by the overlap between the results of the validation and the permutation sets.
However, with few exceptions [e.g., the PC algorithm, [ 14, 15]] virtually all of these methods have been devised for comparatively small numbers of variables and with large sample size in mind.
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As a result we have a relatively small number of variables used to describe the variability and complex nature of a health system.
What's more, statistical models of human behavior tend to focus on a small number of variables.
Conventional control techniques are based on explicit mathematical descriptions of the system, typically a set of differential equations involving a small number of variables.
"A traditional approach would start with a small number of variables that we believe are risk factors and make a model based on those risk factors.
This commonly involves selection of a small number of variables among a large number of available geological, geophysical, petrophysical and engineering variables.
Other existing approaches, based on mixtures of Gaussian random functions estimated via the expectation-maximization algorithm, are limited to reasonable sample sizes and a small number of variables.
The transmission of vibrations by coupling can be calculated with a small number of variables and offers a new perspective in the range of medium frequency.
In contrast, to address salient risks, the Board may only modify a small number of variables in the scenario and, as such, their future paths in the scenario would be somewhat more atypical, albeit not implausible, given existing risks.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com