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Generalized mixed effect models followed by a model averaging procedure were applied on weed metrics and permutational multivariate analyses of variance were applied on weed species composition.
The best model (M4) is highlighted in bold and all differences in AIC among models ΔAIC) are computed relative to M4. WAIC are the statistical weights of each model in the model averaging procedure we used.
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The prediction outcomes were combined into a single prediction outcome, using formal methods called model averaging procedures.
Finally, model averaging procedures could be used to combine results from single- and joint-family QTL analysis for genotype prediction, but as interest turns towards prediction and away from understanding the underlying genetics of trait variation genomic selection procedures would be the appropriate baseline comparison (Guo et al., 2012; Wimmer et al., 2013).
A Bayesian analysis called BayesB, that fits all SNPs simultaneously as random effects and uses model averaging procedures, identified 33 SNPs that were included in the model >20% of the time (φ > 0.2) and an additional ten 3-SNP windows that had a sum of φ greater than 0.35.
Simulated experiments are used to evaluate the use of E s2 -optimal and BayE s2 -optimalanddesigns and to compare three analysis strategies representing regression, shrinkage and a novel model-averaging procedure.
In this paper, a complex multidimensional formulation is shown to be reducible to a simple lumped-capacitance model via an averaging procedure.
While these high anisotropic stresses are determined with a fairly good accuracy, the average Raman spectrum of the film could not be modelled by the averaging procedure of Anastassakis.
The effects of the unresolved subgrid scales in LES are modeled using three different subgrid-scale models: namely, the standard Smagorinsky model; the dynamic model with time-averaging procedure (DMT); and, the localized dynamic model (LDM).
It can be emphasized that the current approach is simpler than McCartney's model, which needs an averaging procedure to obtain the governing equations.
First, our analysis is based on a model-averaging procedure to ensure reliable estimation of ω (see Materials and Methods).
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