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(The constructed classification trees are shown in Additional file 2).
In the next step testing of each constructed classification tree was performed with the "leave-one-out" method.
Although four model standing water biofilms are recognised as flowing water biofilms, the constructed classification tree provides a correct classification of 100% for the test samples (Table 2).
We measure the performance of the constructed classification models using the following metrics: accuracy (Acc) defined as the ratio of true prediction to the total number of prediction, sensitivity (Sen) defined as the probability that a true example is classified as true and specificity (Spe) defined as the probability that a negative example is classified as negative.
To more comprehensively test the method's capability, entire proteomes of both host-associated and free-living microorganisms (as annotated in the GOLD database) were examined by constructing a probe-set based classification tree (see Methods for the way we constructed classification trees).
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Manually constructed classifications may furthermore be far from complete in the sense that an arbitrary compound belongs to a vast number of classes yet will only have been classified under one or two - those deemed to be the most relevant.
With such criteria in mind, it should be possible continuously to construct classification schemes that illuminate humanity's religious history.
The evolutionary process is conducted to construct classification rules using only relevant attributes, avoiding noisy and redundant data information.
RF is a recent variant of the regression tree approach, which constructs classification rules by recursively partitioning the observations into smaller groups based on a single variable at a time.
In this study, this information was also employed to construct classification features.
In the present study, we will focus on constructing classification trees only.
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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