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The lowest classification result was obtained with a short hair feature, reaching 53 % accuracy, and the highest classification result was obtained with a "carrying" feature, reaching 75%% accuracy.
In the Breast Cancer dataset, our best LOOCV accuracy was 74.34%, and the highest classification accuracy in the test set was 84.21% with one gene.
Socio-economic class is measured using the National Statistics Socio-Economic Classification ONS, Office of National Statisticss, 2013) and based on the main occupation pre-retirement if retired and the highest classification if the participant was married or living with a partner.
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A forward selection approach was used to identify the single smallest model, with the least number of descriptors and with the highest classification accuracy [33].
H3K4me3, followed by H3K4me2 and H3K9ac, showed the highest classification accuracy in both H and IMR90.
The results showed that the proposed method was effective and it had the highest classification accuracy in most cases, while also having the fastest computation time for the larger dataset test while maintaining highest accuracy.
The first temporal component reflected the main response and led to the highest classification accuracy in all ROI.
The 'amino acid synthesis and interconversion and transamination' pathway showed the highest classification performance.
Among the missing records are 81 boxes with documents labeled Top Secret ,Secret, and Restricted Data, among the highest classification categories.
SVM and Naïve Bayes reach the highest classification performances on all tested datasets.
Using these categories, the level of analyst experience seems a poor predictor of classification accuracy as the two analysts with an intermediate level of experience achieved higher classification accuracy than two of the analysts with a professional level of experience, and the analysts with the highest classification accuracy have an expert level of experience (Table 1).
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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