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In such cases the classifier tends to misclassify the instances of the less represented classes.
In order to evaluate the recognition performances, for each gesture sequence ( {mathcal{O}}_{test} ), we identify the 3 most represented classes ordered by their relative frequency of apparition (with respect to the number of frames of the given gesture).
Therefore, the system has to detect correctly not only the best represented classes ('speech' and 'speech over noise,' 77% of total duration) but also the minor classes (like 'music,' 5%).
To facilitate further discussion in the context of the variable impact of tsunami with various run up height, the studied sites from the coast of Phang Nga province (transects 1 to 8), which are characterised by similar coastal environments with analogous available sediment sources, were divided into two arbitrary, equally represented classes.
These proteins are one of the most represented classes of oncogenes, or dominant cancer genes.
Gene ontology analysis for the 3304 female biased transcripts compared to all expressed transcripts revealed many over represented classes (including regulation of metabolism, transcription, and zinc binding proteins) a few under represented classes (including the extracellular space).
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They came to Britain with a kind of notion that pigmentation represented class.
Therefore, it is necessary to shift the optimal hyperplane towards the better represented class.
Metabolic modules constituted the most frequently represented class, regardless of the strain considered 22-277%).
Circles represent classes, and arrows represent dependencies among classes.
EXPRESS modeling represents classes, attributes, and relations by different expressions.
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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