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An ANN-based probabilistic forecasting model with regularized quantile optimization objective is proposed, considering both the randomness of inputs and the output variation described by a solid non-linear model.
The probabilistic stress-cycle (P-S-N) curves are generated from the predictive distributions, involving both the randomness of parameters and the scatter of observations, and calculated by an identical hierarchical structure.
Our key original contributions can be summarized in two aspects compared to previous researchers: 1) An ANN-based probabilistic forecasting model with regularized quantile optimization objective is proposed, considering both the randomness of inputs and the output variation described by a solid non-linear model.
It provides decision makers with more stable supply solutions by taking into consideration both the randomness of the bandwidth requirements and its short-term lifetime.
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But that approach disturbs many surviving relatives, who object -- almost paradoxically -- both to the randomness of the arrangement and to its imposition of a hierarchy among the dead.
A theoretical analysis of their origin shows that they are due both to the randomness of the aperture field and to a nonzero local slope of the surface near the injection hole; the corresponding conductivity fluctuation amplitudes have power law and linear variations with the lateral displacement, and are enhanced by the radial injection geometry.
This reflects the randomness of random path.
It's a question that has literally no answer except for the randomness of random events.
The randomness of it all struck her.
"There's the randomness of life experiences.
The randomness of openings abets the now-or-never mentality.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com