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Many who use these techniques, however, apparently fail to appreciate fully the problem of overfitting, ie, capitalizing on the idiosyncrasies of the sample at hand.
We thus view a particular set of conformations as a sample from an underlying distribution and aim to model this distribution based on the sample at hand.
A process defines the individual steps of an analysis irrespective of the details of the sample at hand, like its species of origin, cell type or disease state.
In brief, a pathway's activity is a measure of how likely the interactions within a network are to be active in the specific sample at hand.
The current analysis was conducted under the assumption that the sample at hand would give a meaningful quantification of the effect of plot size on relative variance estimates.
Having a representative sample at hand is not only important for learning from successes and failures of CO project and programmes but also to to create an evidence-base for UNICEF activities and strategies.
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Convenient samples at hand were at least two short-barreled automatic weapons.
We examined the two Libyan-Tunisian Jewish lineage-specific coding region mutations 9380 and 13789 in relevant samples at hand (Table 5, Figure 2c).
There are various normalization approaches that have been proposed, but any such approach typically relies on certain biological assumptions that one makes on the samples at hand and the genes monitored by the microarray.
The main idea of this method is to resample with replacement from the sample data at hand and create a large number of "phantom samples" known as bootstrap samples (Singh and Xie 2013).
The obtained q statistic is compared against a given range for the sample size at hand, and a q value falling within this range, derived on the basis of a.025 significance level [ 17] is interpreted as indicative that the sample distribution does not depart statistically significantly from normality.
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