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ANN architect have been optimally optimized and the optimized model parameters have been determined using internal and external validation techniques.
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The difficulty of optimizing Reinitz models of transcription does not mean that the (sub-optimally) optimized models provide biological meaningless predictions.
The synchronization criteria are further optimized by optimally designing a quadratic Lyapunov function to more precisely estimate the synchronization error bound.
A bit reversal routine was designed separately in this case and cache-optimized; the II MII) was extended in order to optimally (fully) treat 4 cache lines in each iteration.
On the other hand, computationally designed ArmRPs, where side chains have been chosen with the intention to optimally fit into a geometrically optimized backbone, turned out to be more divergent in reality, and thus not suitable for continuous peptide binding.
This "saturated" model was not optimally predictive (we developed an optimized model below), but it did allow us to effectively decouple the correlations among the independent variables that would otherwise confound our estimation of the relationships between them and the biomarkers, and to evaluate the contributions of each in its natural context.
The BPN based meta-model is optimized via exterior penalty method to optimally determine interconnection weights between layers in the network.
This again highlights the limitation of this criterion, which is optimized by construction when sequences are optimally matched in terms of similarity.
This is equivalent to optimally allocating the available transmit power over the optimized transmit eigen-directions that are determined by Theorem 1.
The designed fuzzy inference system is applied in an optimized framework where its membership functions are optimally defined, in terms of imperceptibility and robustness of the entire watermarking procedure.
Further considering an optimized intermediate layer and device resistances, the optimally matched photocurrent approximately 12.74 mA/cm2 is achieved with a light-conversion efficiency predicted to be 12.67%, exhibiting an enhancement of over 27.72% compared to conventional planar configuration.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com