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The rationale for using ICA with different numbers of independent components was that according to other studies, lower model orders provide a general insight into large-scale networks, whereas higher model orders can serve to detect more fine-grained networks corresponding to anatomical and functional segmentations [ 23, 24].
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In GC analyses, the peak model order provides an indication of how far into the past one signal provides information about another, and may thus be interpreted as indicating the approximate delay in transfer of information (Staudigl et al., 2012).
Considering different model order will provide AR parameters those are completely different.
By the selection of a proper model order which provides a compromised model for the healthy gear under various load conditions with the aid of a specific AR model order selection method proposed in this study, further enhancement in load independence can be obtained in the AR model residuals.
A limitation of the proposed technique is that HMM inference requires an a priori specification of the number of states, K. Bayesian inference techniques provide a means to test model order selection, by providing an approximation to the model evidence via the free energy.
In terms of the choice of the number of inferred states, we have added the paragraph beginning: "A limitation of the proposed technique is that HMM inference requires an a priori specification of the number of states, K. Bayesian inference techniques provide a means to test model order selection, by providing an approximation to the free energy".
Model-order reduction provides an appealing approach to solving parametric large-scale models stemming from spatial discretization methods.
The result indicated that, compared with the pseudo-second-order model, the pseudo-first-order model provided a better correlation for the adsorption of dyes on Tb-RGO.
We sequentially prune non-core reactions from the generic model in the determined order, provided that removal does not affect fluxes through the core reaction set or production of key metabolites from glucose.
However, the AUC plot suggested lower model orders, where the model order of provided maximum discriminatory information.
The application of this reduced-order model may provide a convenient and rapid approach for the design and ensuring safe and economic operation of the oil transportation pipeline.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com