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Illustrative examples show that the system has a high classification accuracy rate with a small number of rules.
The PALS assessment has a high classification accuracy with an area under the curve (AUC) of.91, meaning that it accurately diagnoses children as either at risk or not at risk of reading difficulty.
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Therefore, DCFHC has a higher classification accuracy and more reasonable characteristics than AFC.
Since minimizing empirical risk makes a classifier have a high classification accuracy on label-known patterns while minimizing complexity makes it have a low prediction error on label-unknown patterns, thus structural risk can be used to measure the effectiveness of a classifier and Structural Risk Minimization (SRM) becomes its design goal.
It is well known that RF and SVM classifiers have a higher classification performance than kNN and naïve Bayes classifiers [ 31].
An AUC value is a global and base rate resistant index of discrimination representing the probability that a randomly selected juvenile with care needs has a higher risk classification than a randomly selected juvenile without care needs.
The findings show that our proposed method can effectively reduce the number of features from 41 to 13 and has a high detection rate and classification accuracy when compared to other classification techniques.
The disadvantage is that the classifier has a high variance of the classification results.
Also the Mini-Cog can be administered very quickly (circa 3 minutes), has a high sensitivity and correct classification rate (CCR), and is less susceptible to low education and literacy than, for example, the MMSE [ 24, 27].
To evaluate if the Balthasar classification has a high power of prognosis in those cases with a CT, classification of C, D, and E. In addition other factors that could be associated to morbility and mortality in patients with acute pancreatitis were evaluated.
The revised dengue classification has a high potential for facilitating dengue case management and surveillance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com