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This resulted in somewhat noisy response measurements from the LDV.
Three different scenarios for the response signal are considered: (1) clean response from impulse loading, (2) noisy response from impulse loading, and (3) noisy response from ambient noise excitation.
Outliers were defined as (1) did not trigger; (2) excessively noisy response resulting in atypical transient shape and (3) statistical outlier for each set of 12 sensors tested per sample, defined as outside 1.5x the interquartile range from the median current response.
The noisy response to a front-page Washington Post story about an alleged government plan to create free public WiFi networks indicates public enthusiasm for the cheaper Internet access in America.
It would also be interesting to determine whether the two other signal inputs in V. fischeri, i.e. the C8HSL and AI-2 autoinducers, drive a similarly noisy response or whether they improve the noise performance of the overall system.
The AUROC was then calculated using this classifier to predict the noisy response calls.
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Classical designs for physical experiments (DoE) have been developed to deal with noisy responses, while general space filling designs, though being usually effective for complete classes of problems, are not easily translated into adaptive incremental designs for specific problems.
Besides the Dirac dictionary, other three sparse dictionaries including Db6 wavelets, Sym4 wavelets and cubic B-spline functions can also accurately identify both the single and double impact forces from highly noisy responses in a sparse representation frame.
These were noisy responses that showed some signal change only at the highest concentration tested and were thus considered to be inactive (listed as inconclusive in the pie chart of Figure 4).
The finding that TMS-evoked potentials, rather than being stereotypical or noisy responses, reflect to a large extent deterministic properties of the stimulated cortical circuits has different implications, as discussed below.
In this case, the RF estimate will be largely determined by those principal components along which the stimulus has the smallest variance and, under experimental conditions where only a limited number of noisy responses are observed, a large difference in eigenvalues can result in an RF estimate that is dominated by noise.
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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