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The sampling dates were of minor importance for the classification.
The vast majority of features are bigrams (42 438), unigrams (10 515) and GR triples (11 854), which also explains their importance for the classification.
If the features are zero-mean and have same variance, their importance for the classification task can be ranked by their respective absolute weights | w i|.
It is available in Additional File 7. To quantify the importance for the classification of each TF binding site motif we analyzed each one of the 1,500 CART trees produced by the method.
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This observation supports the potential for subtype-specific therapeutic options in treating ovarian carcinoma and reinforces the clinical importance of the classification scheme proposed in this study.
The local variable importance is an estimate of the importance of a variable for the classification of a single sample.
The use of both sagittal and oblique coronal MR images is of importance for classification of the position of the disk in that the oblique coronal imaging plane rendered significant complementary information to that of the sagittal images.
As such, effects on the iris are of lesser importance for classification of chemicals under the UN GHS/EU CLP classification systems.
Linear SVM weights illustrate the importance of the variables for the classification in descending order in the same way as the loadings plots do for OPLS.
Note that the weight vector w found by the linear SVM indicates the relative importance of the genes for the classification.
In combination with feature relevance ranking at the end, after training a model, we can assess the importance of scaling combinations for the classification performance.
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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