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For the evaluation of our algorithm, we searched for perfect 3-gene subsets, which can be used to perfectly classify all 72 samples using the weighted voting classifier trained on all the samples.
However, it is impossible to perfectly classify the few reported attackers, since attacks employed different behaviors in reaction to the defensive strategies exhibited by the crowd.
The model using month 0 gene expression to predict CID at 6 months for RF− patients was able to perfectly classify the 9 samples in the test group (Table 1).
In comparison with the SNP-only and GE-only analyses, the best integrative model of SNP and GE markers used only four SNP markers and one GE marker to perfectly classify samples from the four populations that we studied (Additional file 3: Table S2).
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As the tests do not perfectly classify the screened population, there is a trade-off between the efficacy of the medical procedures and their costs (test included) that may advice on efficiency grounds in favor or against the utilization of personalized medicine.
Our algorithm can perfectly classify interacting and noninteracting protein pairs with only a few exceptions.
Primers were designed for validating 2 discriminative genes which perfectly classify lung tumours from surrounding normal tissues (obtained based on computational methods).
When annotators agree perfectly or when a model perfectly classifies the data, Alpha (=1).
For simplicity, we assume that the test perfectly classifies the patients: e = s = 1.
For the sake of simplicity we have considered that that the test perfectly classifies the patients.
A PLS discriminate analysis model was developed which perfectly classified reactor type for the three PWR and three BWR reactor designs studied.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com