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Many works have relied on DTW to gain robustness against these variations.
By applying DTW, we gain robustness against variations in execution rates, which heavily affect HAR.
In addition, in order to gain robustness against noise, we use the joint estimation confidence value during classification.
To gain robustness a non-linear control approach has been preferred: more specifically the Lyapunov's second stability theorem has been exploited, being a very powerful tool to guarantee asymptotic stability of the controlled dynamics.
In contrast, the fully assembled system sacrifices the flexibility to gain robustness for industrial scale production.
Therefore, we sought to integrate the characteristics of the mappers by scoring them to gain robustness against artifacts.
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Ethical, legal and social issues have gained robustness, however, at the cost of loss of flexibility and ability to adapt to the very fast progress in science".
Such fundamental dependency on the most upstream external compounds should intrinsically constrain sustained evolutionary elongation of multi-step metabolic pathways needed for color elaboration unless the metabolic network gains robustness – the ability to synthesize the same carotenoid from an additional dietary starting point.
As mechanisms that increase robustness spread, the system gains increasing fitness by reduced sensitivity to perturbations.
We used the following measures of the accuracy of the regression parameter estimates and the gain of robustness from the robust approaches: the true coverage of the 95% confidence interval for the parameter β, the relative bias of the β estimators under the three models and the bias of the "robust" and "naive" variance estimators for all three models.
It sacrifices some throughput gain for robustness and the satisfaction of the target constraints.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com