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As it can be noted from Table 3, in 5 cases out of 8, ICA-based RotBoost learners could outperform their PCA-based counterparts in terms of higher classifications accuracies and lower standard deviations.
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A multitude of experiments demonstrate three aspects: a) results of attribute reduction using GCRS model are proved to be of higher classification accuracies; b) attribute reduction based on GCRS model for big data manifests faster speed; c) results of rough self-learning experiments illustrate the validity of the proposed theory.
The logistic regression model was slightly less successful than GENN (77.3% overall correct), and followed the same trend of higher classification rates for cases than controls.
In pursuit of higher classification accuracy, the feature selection method we used here is a wrapper method.
Compared with the Naïve Bayes and KNN algorithms, SVM has the advantages of high classification speed, high accuracy of the training data size, and universal property.
Three top-down and one bottom-up approaches are evaluated for retrieving the most appropriate feature sets in terms of highest classification rates.
That is, the base learners utilized in a robust ensemble classifier should be of high classification accuracy and avoid making coincident misclassification errors which in turn necessitate the diverse learners.
He said: "No advert can be played that is of a higher classification than that of the main picture, but on this occasion that is what appears to have happened.
Under the usual system, students whose average marks are narrowly short of a higher classification (the threshold for a first is 70%) could be graded up only if they had sufficient individual marks of a first-class standard, said the report in the THES.
He extended Caesalpino's natural system with a more precise definition of the higher classification levels, deriving many modern families in the process,and asserted that all parts of plants were important in classification.
Its classification results agree well with the phylogenetic relationships of microorganisms at higher classification levels, and clearly reflect the functional similarities among microorganisms at finer classification levels.
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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