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Note that with finite sample analysis, which will be discussed in the next section, this choice of representation is not that arbitrary and depends on whether n > p.
But this choice of representation has its costs: the mode of representation which is at the core of GIS makes it "natural" to represent systems in such a way that certain types of relationships tend to get lost, or at least relegated to the background, while others receive emphasis.
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Thus, although BioDeducta's ability to replace variables seems to be narrower than HyBrow's neighboring hypothesis concept, this is illusory because of the choice of representation in the present examples.
In absence of such data, we believe that the permutation tests described here is an appropriate test of the choice of representation employed in landscape activity analyses.
Manevitz and Yousef [21] proposed another version of one-class SVM based on identifying outlier data as representative of the second class, and they applied their method to the standard Reuters[22] dataset and noted that their SVM methods was quite sensitive to the choice of representation and kernel.
In some cases, the choice of representation may be obvious, such as length which has a natural scientific representation in SI units.
The similarity metrics must be chosen according to the choice of representation (Manning et al., 2008).
We show that the choice of representation has a strong influence on the accuracy of the model estimated, and in particular that the new hierarchy kernel systematically outperforms other descriptors used in multitask learning or involving receptor sequences.
The choice of representation can be a difficult one, and yet before the rule change, amateurs often made rash decisions.
However, the bonus of STV is that it would give voters greater choice of representation between elections, since it provides multimember constituencies.
The choice of representation is dependent on the modelling paradigm of the approach.
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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