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While both approaches performed similarly, the former classifier requires the usage of the same 96 genes for test samples, and the latter, through implementing a preliminary feature selection step, relies on a smaller set of genes for prediction, providing flexibility in panel development.
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In many applications of genomic predictors, there are a number of examples of the so-called selection bias [ 40], meaning that the cross-validation is used to estimate the performance of the learning algorithm only, but not the preliminary feature selection done on the whole data, therefore leading to information leak and grossly over-optimistic results.
To bring some legitimacy to the card, Kushner has added a preliminary fight featuring David Tua, the International Boxing Federation's third-ranked heavyweight, against Russell Chasteen.
And rather than hating the record, he says, Dunhill's Lasker was so bullish on it that he rushed to L.A. radio station KFWB-AM with a preliminary recording featuring a rough McGuire vocal.
This article presents some preliminary features of a new self consistent model of the system magnetosheath magnetosphere, recently developed in the Institute of Mechanics, Sofia, Bulgaria.
In this early declaration to the team, Derek identified two key preliminary features of the curriculum as he personally envisioned it.
Poor feeding, hypoglycaemia, raised plasma lactate, hypotonia and faltering growth were common preliminary features.
This year, the event was opened up to have a preliminary stage that featured teams from 12 universities who have been designated as Academic Centres of Excellence in Cyber Security Research.
In this work we describe the first large EST collection of Olea europaea L. It represents a valuable resource to assist a preliminary evaluation of features from the Olea europaea genome (i.e. GC content, SSR, genome annotation).
As to this feature, a preliminary attempt was made to understand how the peak height of the helical rise profiles is correlated to nucleosome stability.
The current study used supervised k-NN classifiers for a preliminary assessment of ranked features.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com