A more stringent approach to evaluate performance (accuracy in classifying disease status of DO and C57BL/6J mice) is to test the model using completely independent molecular data.
Complex and chaotic patterns are different from random noise because they can be modeled using completely deterministic equations.
These pre-defined building and prediction workflows, like any other method of the model class, can be also overridden allowing the user to implement models that use completely different workflows.
Research into software design models in general, and into the UML in particular, focuses on answering the question how design models are used, completely ignoring the question if they are used.
Furthermore, the classification model performed well using completely independent experimental data, resulting in 77% accuracy.
For the animal trial, the experimental model used was a completely randomised design with four treatments and the individual piglets were the experimental units, with data representing the mean values with their standard deviations of all experimental units.
The model uses symmetric parameters.
One cannot be completely sure, however, that this coincidence is not by chance, since those papers used completely different models of medium (gyrokinetic in our case, MHD in theirs) which leads to a different dispersion relation for the compressional mode.
To minimize the effect of priors on our analyses, we used completely noninformative priors for all parameters in both models.
Data were analyzed using completely randomized block analyses of variance (ANOVA) mixed linear models (SAS Proc Mixed, SAS Institute, Cary, NC).
