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The constructed architecture provided models with reasonable reduced number of parameters with a convenient estimation accuracy.
The HSCRF is capable of learning rich hierarchical models with reasonable accuracy in both fully and partially observed data cases.
For a set of 50 RNA structures, we obtain atomic models with reasonable geometries and interactions, particularly good for RNAs containing junctions.
Ligand-based and Receptor-based quantitative structure activity relationship (QSAR) study was performed and CoMFA models with reasonable statistics was developed for both ligand-based (q2 = 0.606; r2 = 0.968) and receptor-guided (q2 = 0.640; r2 = 0.932) alignment methods.
Model reduction is a process of approximating higher order original models by comparatively lower order models with reasonable accuracy in order to provide ease in design, modeling and simulation for large complex systems.
In addition, two statistical models with reasonable fitting to the calculated data are proposed, which express the attenuation effect as a dependent variable of the design variables including their interactions.
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The experimental outcome could be predicted by the theoretical model with reasonable accuracy.
The sets of boundary data are modeled with reasonable geometric primitives and the parameters of the models are estimated in a manner that minimizes error.
This finding strongly suggests a need for development of a more advanced ZST prediction model with reasonable assumptions and diverse parameters.
In addition, the statistical analysis indicates that MLR model with reasonable variable selection (SPA-MLR) could exhibit a slight superiority toward PLS-1 in the system.
Besides, it was shown that for such applications, the novel manufacturing technique and employed material are very effective for producing prototypes that assist design decisions and validation of CFD model with reasonable accuracy at reasonable cost and in timely manner.
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Justyna Jupowicz-Kozak
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