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In this paper, we are concerned with one aspect of this "model error", the discrepancy due to discretization of space by choice of grid size in the model.
However, because of various systematic errors and random errors, such as the measuring error and the quasi-geoid model error, the accuracy of the orthometric height would rarely meet engineering requirements.
In order to reduce the model error, the least squares method is used to regress the coefficients.
Thus, the population covariance matrix is used instead of random test data in order to derive the theoretical model error (ME theo,k ) Contrary to the model error, the prediction error (PE ) also includes the irreducible noise term and is calculated as follows: P E d c v = ∑ k = 1 n outer P E k n outer = ∑ k = 1 n outer X test, k b ^ k, a ^ − y test, k 2 n outer n oracle.
* Model error: The GLEAN model has an error.
A series of inference results varying this parameter was analysed with respect to the model error, the model complexity (total number of connections) and the number of correctly integrated known connections (see Methods and Figure 2).
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To characterize the relationships between the model error and the number of integrated enzymes, we calculated the standard deviation for each number of integrated enzymes and plotted the frequency distribution with respect to the model error (see Additional file 4).
δ% calculates the non-dimensional error of the model in percent, but RMSE and MAE calculate the model error on the same scale as the output parameters.
The conclusions highlight the importance of incorporating the model error in the calibration.
We evaluated the model error of the niche models using an independent data-set obtained from the Official Spanish Atlas of Amphibians and Reptiles [ 15].
At this point the model error for the validating data suddenly increases.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com