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The respective results obtained for the representations provided by the CNN RNN architecture are shown in Fig. 12a c.
The performance of VisNet was measured by Shannon information-theoretic measures that are identical to those used to quantify the specificity and selectiveness of the representations provided by neurons in the brain (Rolls and Milward 2000; Rolls 2012a; Rolls and Treves 2011).
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In summary, the sparser the representation provided and the flatter the atoms, the better the dictionary is suited for inpainting.
The first may extrapolate the representation provided by the underlying architecture, and the second has the potential to decrease the SNR.
If a guilty plea were made in exchange for a plea bargain and the defendant when asked by the judge if she or he were satisfied with the representation provided by the defense attorney, answered "yes," it is virtually assured that an ineffective assistance of counsel claim will be denied.
For those methods that give a visual representation of splits (SD, NN, MED and RMD), we used the representation provided, even though that representation may not necessarily be unique.
Within this region the representation provides a good approximation to the kinetics.
In the context of estimating abundance fractions in a HSI scene, the "sparse" representations provided by the LASSO are appropriate as not every pixel will be expected to contain every endmember.
That was the graphic conclusion I took away from Tuesday's GLA Intelligence Unit seminar - graphic, because the visual representations provided by James Browne of the Institute for Fiscal Studies precisely illustrated such an outcome.
The abstract representations provided by deep learning algorithms can separate the different sources of variations in data.
As such, we propose that LPS visuals are best employed when the visual representations provided to respondents are accurate descriptions of possible outcomes, as they could be in public consultations related to landscape and urban planning.
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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