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Moreover, nonlinearity of each module is introduced by enhancing the input pattern with nonlinear functional expansion.
It is, of course, possible to fit the mutational pattern with nonlinear combinations of many parameters (e.g., a 35-parameter nonlinear equation achieves an 80% predictive value), but the biological meaning of such complex combinations of parameters is not obvious.
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It was found that the crenellation patterns with nonlinear monotonous increase and decrease of skin thickness showed the best fatigue performance, which is expected to extend the fatigue life by 10% compared to the existing design based on experience.
The shape of the relation has been described as a reverse-J-, V-, or U-pattern, with a nonlinear increase in mortality around an optimal temperature point (Ballester et al. 2011; Curriero et al. 2002; Guo et al. 2013; Huang et al. 2012b).
The relations between mental workload and decision-making reveal a complex pattern, with evidence of nonlinear relations.
The pattern is represented by central pattern generators (CPGs)in combination with nonlinear robot dynamics.
The more he delves into the brain, he told me, the more complicated it appears filled with nonlinear patterns that resemble changes in the weather, simultaneously noisy and orderly, with neurons passing on information in crosscurrents and feedback loops.
It is evident that in Examples 3 and 4, with nonlinear patterns specified, the GKME outperforms all other methods.
Among the various patterns of regulation associated with nonlinear kinetics of gene regulatory networks, bistability allows a graded signal to be turned into a discontinuous evolution of the system along several possible distinct signaling pathways which can be either reversible or irreversible [ 4- 7].
As for the two classification methods, LR yields competitive performance in Examples 1 and 2 and becomes less competitive when logistic models with nonlinear patterns are applied in Examples 3 and 4. The performance of TREE is modest considering the nature of recursive partition.
When evaluated graphically, the dose response relation for non-melanoma skin cancer showed a systematic nonlinear pattern, with a decreasing trend that leveled off with increasing exposure.
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