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On the other hand, the entire time series of wind and the sector customer load demand can also be incorporated into Monte Carlo simulation without truncating but reducing the variance of the estimation by applying a variance reduction technique.
To identify genes that are selectively expressed in either the stromal or the cancer cell compartment, the probe list was shrunk by removing probes for which every sample had a log2 expression value below a threshold (less than 7) and by applying a variance filter, which removed probes with variance of less than 0.15.
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By applying a variance-based global sensitivity analysis to parameters of the oscillator, suitable candidates for an uncertainty analysis are identified.
Data were then processed by applying a variance-stabilizing normalization (VSN) filter in order to normalize the datasets.
Equality of the Spearman's correlation was tested by applying a variance-stabilizing arctangent transformation and calculating a two-sample t statistic for the equality of means of the transformed variables.
The Class Comparison analyses were performed using BRB ArrayTools [ 17] developed by Dr. Richard Simon and Amy Peng Lam to determine if gene expression profiles were different between groups by applying a random variance t-test to the data.
Summary relative risks (RRs) were estimated using the average of the natural logarithm of the RRs of each study weighted by the inverse of the variance and then unweighted by applying a random-effects variance component which is derived from the extent of variability of the effect sizes of the studies.
To assess for possible publication bias, we used the test proposed by Egger and colleagues [ 16], which provides an assessment of funnel-plot asymmetry (expressed as a P value) by applying an inverse-variance weighted approach.
The effect of humidification on gas exchange parameters was analysed by applying a nested analysis of variance with fixed factors of 'Treatment', 'Experimental plot' and 'Soil water potential' (a continuous variable), the second nested in the first.
The group differences in all observed parameters were evaluated by applying a one-way analysis of variance using ANOVA software.
All analyses will be preformed by applying a random effects model with inverse variance weights [ 37].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com