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We outline and discuss the diverse available options in optimizing the data representations used.
They aid practitioners in converting clinical "free text" thoughts into the structured, formal data representations used internally by application programs.
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The video-plus-depth data representation uses a regular texture video enriched with the so-called depth map, providing the depth distance for each pixel.
After the distance was calculated we have worked on the data representation using the following data variables: the bacterial OTU (n = 101), sample (n = 196), pairwise distance (between each of the representatives of the OTUs in each of the 196 samples) and the geographic region of sample origin.
Two unsupervised problems are currently considered in IMS data processing: (i) data representation using principal component analysis (PCA) and its variants (Klerk et al., 2007), the technique standardly used for processing SIMS data, and (ii) spatial segmentation of an IMS dataset by means of spectra (or pixels) clustering (Alexandrov et al., 2010; Deininger et al., 2008; McCombie et al., 2005).
For the data sets and representations used in this work, our results suggest that not all representations lead to non-random landscapes.
To further increase transparency, we now also encourage authors to provide, in tabular form, the data underlying the graphical representations used in figures.
For the smaller confirmatory bioassay datasets, two types of data representation are used in order to see if adding more information improves the classification results.
The focus is on the type of analysis and/or data representation approach used, rather than on the injury incidence estimates per se.
ASN.1 is an International Standards Organization (ISO) data representation format used for data storage by the U.S. National Center for Biotechnology Information (NCBI).
The data representation model used in AEA is bag-of-annotations (Fig. 2).
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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