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The basic idea is that the extent of the parameter space, for which a key function of a system is maintained, can be seen as a possible measure for robustness of a biochemical network towards this function [4], [8].
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The extent of the parameters participation in the water quality determination defines the relative importance or the weights of parameters in the final GWQI.
Published ranges and confidence intervals where available determined the extent of the parameters.
GA was implemented to determine the optimal extent of the model parameters; namely, regularization factor and variance used in the kernel function which were obtained to be: γ = 33.4091 and σ2 = 0.268829, respectively.
Reproducibility of gradings for localisation and extent of the selected parameters was lower, but still 'moderate' with κ values of 0.54 for SRF and 0.51 for PED and 'substantial' for intraretinal cysts with a κ value of 0.78.
The extent of the neighbourhood in parameter space within which to search determines the effectiveness at isolating intersecting ray envelopes.
For example, knowledge of the extent of a disease a parameter of the severity of disease is crucial for decisions on the choice of treatment.
To assess convergence we monitored the extent of autocorrelation, parameter trend lines and the effective sample size (ESS) throughout the run and we also compared the results between three independent runs.
We hypothesized that this is because of the lack of a widely used standardized, validated, and reliable method to assess and report laryngeal anatomy and physiology, and undertook a systematic literature review to determine the extent of the inconsistencies of the parameters and scales used in voice treatment outcome studies.
The advantage of μ-analysis over Monte Carlo methods is that, due to its deterministic nature, it can compute the extent of parameter uncertainty for which the model is guaranteed to produce the desired behavior.
The Simulation Extrapolation method (SIMEX) is used to determine the extent of parameter bias present in the rainfall reflectivity relationship as a result of this uncertainty.
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