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For all the multivariate filter methods, the top 25 features were incrementally included one by one to develop the decision model of support vector classifier (SVC) using 10-fold cross-validation.
We note that for all three methods, the top test performance was within one standard deviation from the cross-validated mean.
On the basis of the gene ranking results of ToppGene (detailed in the Supplementary Methods), the top 100-ranked genes tend to have multiple evidences from different data sources.
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With this method the "top 10" of mountains is rewritten: Kilimanjaro (5,895m) leaps up to seventh from well outside the top 150 highest above sea level; Cayambe, Chimborazo's near-neighbour, comes in eighth; Everest and the rest of the Himalayas are nowhere; and I am lying in a tent in the Andes, not Nepal.
Using this method, the top 10 addressable markets are the U.S., China, Japan, India, Germany, Brazil, Italy, France, the U.K. and Russia.
In the method, the top surface of the platinum cylindrical tip with a diameter of 1 mm directly contacted the CNNC arrays.
Applying same method, the top 5%% of companies reaches a ROCI, above 20%%, three times the benchmark of the cost of capital. .
Applying same method, the top 5%% of companies reaches a ROCI, above 20%%, three times the benchmark of the cost of capital.
After performing one similarity search in the cMap database by our method, the top 10 chemicals with highest scores were presented in Table 1.
Many shortcomings of the original methods have been overcome, and the accuracy of OF methods on the top of the rankings has grown continuously.
Figure 2 The histogram of the results from 12 Attribute Elevators in combination with certain search methods showing the top relevant features for classification.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com