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Bottom friction and wind drag coefficients were tuned using the reanalysis product ERA Interim provided by the European Centre for Medium-range whicher Forecasts (ECMwas, which was downloaded at http://apps.ecmwf.int/datasets/data/interim-full-daily/.
The mass transfer coefficients were tuned on transient experimental moisture content profiles by using the semi-empirical model of Lewis to represent the transport of water from the leaves.
The ensemble coefficients were tuned using the Nelder Mead optimization technique (Nelder and Mead 1965), in which average prediction R values were dynamically recorded for tested sets until they (as objective functions) converged to a plateau.
When the linear regression coefficients were tuned to this set of subjects and the model was evaluated in the whole APIS set, 3 out of 12 performance metrics (the accuracy and AUC of the HC-MCI model and the AUC of the MCI-AD model) were below the 95% confidence interval of the bootstrap results (Supplementary Table 3).
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However, Model C does not achieve a quicker transition even if the elastic coefficient is tuned.
The interpolation coefficient was tuned using development data and consequently set to λ = 0.6.
The diffusion coefficient is tuned by varying the molar mass of the non-crystallizable PMMA and the blend composition.
Hyperparameters, such as regularization coefficient, are tuned in the inner loop, while the outer one estimates the quality of a model.
The strengths of these factors were tuned by two coefficients: the force field coefficient had a constant value of 0.2 during the simulation; and the noise coefficient that started with 0.5 and gradually reduced during the simulation (multiplied by 0.98 in each step) to ensure the convergence of the experiment.
Only binary interaction coefficient values between residue pseudo components and n-alkanes were tuned.
A low-cost filtering algorithm is thus determined and parameterized up to some pertinent gain coefficients to be tuned to optimize the filter performance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com