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We calculated the percent of variance removed by normalization for the RA method and FA methods (using several different score estimators) for flies in LD and DD (Table 1).
This technique uses the factor model whereby common variance is analysed and variance due to unique and error variance removed [ 31].
Hypotheses are tested using an analysis of covariance model to account for the variance removed by normalizing the measurements and to adjust for specified sources of variation (Parrish and Delongchamp, 2006).
The variance removed by fitting variation in relationships for each chromosome was essentially the same whether chromosomes were fitted independently or in a joint analysis, indicating little or no interaction between regions on different chromosomes.
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Since age and pubertal developmental are tightly coupled with a high degree of shared variance, removing significant effects of age when looking at DTI changes associated with puberty may mask potentially valuable results.
For instance, it has been demonstrated in simulated data and in a visual fMRI experiment that correlations varied depending on whether task-related variance, block-to-block variance, and residual variance were removed from the time series [10].
This was to be expected as the eccentricity and overlapping RF predictors were highly correlated for intra-areal hV4, and removal of the local connectivity variance also removed a large portion of the variance attributable to the eccentricity predictor.
This produced a symmetrical matrix with diagonal elements equal to 24.35, the estimated average "true" within-site variance having removed any variation due to instrument error and monitor-site location error (i.e. σ err 2 ).
Methylation data having the greatest number of features are non-specifically filtered by variance such that methylation features with lower 25% variance are removed from the feature set.
That is, proportionally more additive variance is removed from large-network populations relative to the amount of phenotypic variance at high rates of environmental change.
Columns with zero and near zero variance were removed.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com