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The number of features was selected to maximize AUC and minimize random variation in the model.
To minimize random variation of the results, a set of 60 runs, each comprising 200,000 individuals followed for 50 generations, was used.
For each staining three sections of each biopsy were analyzed to minimize random variation.
All skin biopsies were analyzed in triplicate to minimize random variation.
We included three years of pediatric data in order to minimize random variation by state, as small numbers of pediatric patients initiate dialysis each year.
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In order to minimize random variations introduced by data-partitioning, we independently ran the cross-validation process 20 times, and averaged the results of these trials.
To minimize random variations, especially in municipalities with small populations and rare events, we calculated average annual death rates (per 100,000 inhabitants) at the municipality level over the entire period (average annual number of deaths/population size during the middle of the study period).
To minimize random gene expression variations, three biopsies per individual were used for microarray analysis on average (Table 1).
The five repeated measurements of the FC angles were done both in an attempt to minimize random error in the alignment of a true lateral scintigram and to investigate the amount of variation that occurs when repositioning the horse.
When necessary, data stacking was used to minimize random noise.
On this basis, a robust design approach is proposed to minimize the influence of random variation in relation to the performance covariance.
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reduce random variation
less random variation
minimising random variation
minimize potential variation
minimize random noise
minimize biological variation
minimize genetic variation
minimize individual variation
minimize chronobiological variation
minimize environmental variation
minimize random fluctuation
minimize random error
minimize such variation
minimize diurnal variation
minimize experimental variation
minimize technical variation
minimize random gene
minimize random reaction
minimize developmental variation
minimize sampling variation
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