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Maximum errors of up to 22% were observed for sampling schedules with the lowest number of samples of three.
France (940 strains; 20.3% of all isolates), Germany (848 strains; 18.3%) and Italy (519 strains; 11.2%) contributed with the highest number of strains; while Greece (78 strains; 1.7%), Israel (187 strains; 4.0%) and Switzerland (217 strains; 4.7%) supplied the lowest number of samples (Table 1).
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K-fold is chosen because of the low number of samples.
The investigations were carried out with a very low number of samples.
Due to the low number of samples, no statistical analysis was performed, and all following observations refer to trends.
Clearly, we are able to represent EEG signals with a low number of samples and reconstruct them with high fidelity.
Results on both analytical and engineering test cases show the efficiency of the approach in terms of accuracy and low number of samples.
The percent bone ingrowth in the penetration zone was higher in the orthogonal channel design but not statistically different due to the low number of samples.
The relatively low number of samples results in large confidence interval (CI) in particular regarding the comparison of AUC values by ROC analysis.
The results show stable performance of established classifiers and efficient (low number of samples requested) as well as fast integration (steeply rising accuracy curves) of new event types (classes).
The unbalanced dataset worked better because the number of Asiatic representatives is lower than the remaining classes, and therefore, in the case of the balanced case, a low number of samples can be used for each class.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com