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Because a mixture of Gaussian distributions is used to approximate the conditional distribution of the target random variable (either wind speed or wind turbine power), the uncertainties arising from both the model structure and model output can be completely quantified.
However, when several plausible candidate models are available we have a model selection problem, where both the model structure and parameters are unknown.
All these structural changes will introduce more state variables and model parameters, thus nothing would be gained by these efforts without the generation of accurate quantitative data to pin down both the model structure and the parameter values.
Model identifiability is a major one; it is not currently understood on how to design experiments such that we have high confidence in both the model structure and its estimated parameter values.
The correction of the problems that we identified in the annotations and models contained in the BioModels Database requires substantial knowledge about both the model structure and their applications.
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Then, the integration in Equation (8) can be performed to yield the approximate overlap (10) where Here, m = { A, B} represents the model index, the -dimensional true mean and the true variance-covariance matrix of the corresponding model response PDFs, which both depend on the model structure m, measurement time point t, stimulus u(t) and readout selection.
As an empirical modelling tool, GLM with interaction terms outperformed the other two methods tested, ANN and RT, in terms of both the simplicity of the model structure and the performance of derived empirical functions.
Both NES5 and NES8 are also located on the exposed surface in the model structure, while NES2 is buried under an α-helix in the model structure.
developed the model structure; E.B.-P.
These general results are independent of the details of the model structure (see Appendix B).
The model structure is defined.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com