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We compared the full model functions to their reduced versions by eliminating the smoothers.
The presence of the grey component, GFM, enables it to make accurate forecasts in the presence of limited and incomplete data, the fuzzy component of the model functions to eliminate the problem of vagueness and uncertainty in data (Chen and Hsu 2004; Kher and Yerpude 2015), while the Markov component deals with problems concerning fluctuating and random occurrences (Geng et al. 2015).
Lifetime images were analyzed using SPCImage 2.97 (Becker & Hickl) by fitting mono- or biexponential model functions to the fluorescence decays in every pixel of the image.
Summary: We present a graphical user interface (PyCorrFit) for the fitting of theoretical model functions to experimental data obtained by fluorescence correlation spectroscopy (FCS).
Data analysis also involves removal of line-shape distortions, removal of macromolecule/lipid contributions if needed, and fitting of the data to mathematical model functions to increase the accuracy of metabolite-level estimates [ 40].
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This covariance is usually parameterized by fitting a model function to experimental data derived from point measurements of the conductivity.
The inversion runs by fitting the model function to the data by optimisation of the model parameters.
Therefore, the level 2 model functioned to control for school context and climate characteristics in the present research.
As a model function to describe this relationship the Michaelis-Menten saturation curve (Michaelis and Menten 1913; Bolker 2008) was used, as it appears to describe the data well.
Overall, the tool takes the initial workflow (e.g. that of Figure1) and security requirements, applies the set of transformations and rules, and then uses the cost model function to rank the valid workflows.
How to obtain a "best fit" of model function to data is always, in a sense, a personal choice.
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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