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To combine the individual classifications, we make use of the global winner as well as a winner for every class.
This allowed us to obtain multiple classifications for each sample presented, and the final classification was made by fusing the individual classifications.
A sensitivity analysis of individual modules of the classification process indicates the importance of appropriately chosen features, sample data balanced among classes, and an appropriate method to combine individual classifications.
A molecule-pair was classified as similar or non-similar by each of the fingerprints individually, and then the final classification was similar if three or more of the individual classifications were similar.
Among the studied combination approaches the logistic regression performed best, although not significantly better than the mean of the individual classifications.
Relative risks and 95% confidence intervals were calculated for insulin glargine relative to the comparator for the total incidence of malignancies and for individual classifications using all identified RCTs in type 1 and type 2 diabetes combined.
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The two-stage classifier outperformed the individual classification schemes.
Individual classification models are recently challenged by combined pattern recognition systems, which often show better performance.
The system then combines these individual classification outcomes to produce a final decision.
This connectivity cluster contributed to the individual classification of right- and left-handers with 86.2% accuracy.
Besides, Table 3 illustrates the scenario of individual classification accuracy for the different fault categories.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com