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With our choice to include both small and large model versions, users can choose between a model with maximal predictive performance or a smaller model with slightly less predictive performance.
In the model with maximal control for confounding, the RR significantly increased by about 40% over the IQR of NO2.
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PLSR leads to models with maximal q2 values for the three properties of 0.74, 0.53 and 0.31, respectively.
The ROC statistic identified five potential models (with maximal performance on the LOOVC test): functional gene signatures containing 105, 107, 108, 109 and 111 features all attained ROC statistic = 0.814.
The analyses presented allow the selection of optimal scoring models, with maximal discriminative power to distinguish true miRNA hairpins from other genomic (or random) hairpins for a selected set and a given data set.
The data collected and analyses presented allowed the selection of optimal scoring models, with maximal discriminative power to distinguish true miRNA hairpins from other genomic (or random) hairpins for any given case.
β-Coefficients with 95% CIs were computed to assess the effect size of each predictor on the MMR, MMRAO and iAMR, and the change in the R was used to determine the final models with maximal goodness-of-fit, minimal number of explanatory variables and minimal collinearity.
Sequential modelling began with maximal models in which all putative explanatory variables were fitted simultaneously.
The last case study illustrates the optimal design of experiments for estimating model parameters with maximal accuracy.
Metaflux is often used in that manner by starting from a fixed-part that is feasible and adding necessary and useful components from user-specified try-sets to obtain a feasible model with a maximal set of biomass metabolites.
In other words for both outcome measures evidence was substantially larger for the model of both entropy and surprise compared to either entropy or surprise alone, a conventional (ANOVA) model comprising indicator variables identifying trial type, a model without forgetting, or a model with near maximal forgetting.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com