In this multiscale modeling procedure, we employ an active learning strategy based on Gaussian process regression (GPR) to minimize the number of expensive DPD simulations, where adaptively selected DPD simulations are performed only as necessary.
For the expression profile modeling procedure, we first applied the low entropy filer and then have removed the ribosome-related genes by removing all genes that are annotated to belong to these two GO categories: (i) 5840, annotation= ribosome" and (ii) 5842, annotation= cytosolic large ribosomal subunit (sensu Eukaryota)".
Metabolite and reaction compartmentation is important for a realistic representation of the mammalian cell metabolism, but determining it is more challenging both concerning experimental and modeling procedures, as we have already reviewed in [ 24].
We have selected ARIMA modeling procedure and we have implemented it with the aid of Box-Jenkins methodology.
Ultimately, we included all 19 data layers in the final modeling procedures, because models showed no evidence of over-fitting and MAXENT is robust to correlations among variables (Additional file 1: Supplement S1).
Then we describe the modeling procedure, the system design integrating the use of multiple cameras and two robotic total stations, and the field implementation to check sling lengths in modeling a rigging system in a module assembly yard.
We used these methods because they produce interpretable models, as opposed to most other nonlinear modeling procedures, which give us models that are hard to interpret (so-called black box models).
We should also note that fractional order models give more realistic predictions in modeling procedures with short memory effect [16, 19].
The model was evaluated using structural equation modeling procedures in a sample of depressed, older adults.
The modeling procedures followed a hierarchical theoretical model organized in two blocks of variables.
