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The collected data are utilized for the inexpensive data-driven determination of bulk material non-linear constitutive behavior models as a consequence of generalized loading through parameter identification/estimation methodologies based on the inverse approach.
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It's a data-driven decision.
Strengths of this research include the relatively large sample size, prospective collection of exposure data, limited loss to follow-up, use of the same questionnaire items as previous studies, the data-driven approach to determination of time windows of concern for AGI, and the evaluation of illness severity.
Then we show why the idea of representing a time-series with a fixed number of piece-wise linear segments as done in SAX is not directly applicable to our situation and propose a data-driven solution (Section "Automatic determination of piecewise aggregate approximation").
Carnapian explication constitutes a naturalistic, data-driven, and epistemically compelling methodology for concept determination.
For this purpose, we adopted a data-driven systematic approach.
With regard to considerations of human sensitivity to any given MOA, our analyses support a change in focus from using quantitative data to make a "binary" determination of "relevant"/"not relevant" during hazard identification to a data-driven approach of using available quantitative data during dose response estimation.
The performance of the various data-driven models was evaluated by means of errors statistics criteria such as root mean squared error (RMSE) and coefficient of determination (R 2).
Fama's work was largely data-driven.
This is a data-driven industry.
She stresses that she is "data-driven".
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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