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The content-blind impairment-factor-based model obtains high correlation values, similar to most of the other models.
WHAT THIS STUDY ADDS TO OUR KNOWLEDGE ☑ Our results showed that our proposed model obtains high sensitivity and specificity, substantially outperforming existing methods that utilize single or a few data types.
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As a result, the neural network forecast model obtains higher accuracy, compared with common linear recession method which the mean error is 20.7%.
The Fuzzy Logic model obtained high Correct Estimate scores because it does a good job of predicting "Correct Negative" events.
The climate scenario modelled for the present using the CGM2 circulation model obtained higher precipitations under the A2 emission scenario than under the B2 scenario, although they were quite similar.
From these figures, we can observe that the wsRF model obtained higher strength on the two data sets NCI and BRA when the number of genes per leaf was 1.
The high density of points towards the top right of the plot of Fig. 1 depicts that a significant number of models obtained high precision and recall values.
Summing up this comparison exercise, one can conclude that the UC-CN model obtains the highest correlations with a larger quantity of methods.
Of all the strategies the NN model obtained the highest Sharpe ratios, on average, in the current crisis period for a 1 month horizon and QAR(1) for a 1-year horizon.
To select the best model among the four learning classifiers, the best models among the four learning classifiers are compared and the model obtaining the highest evaluation score is generally selected the best among the five gene selection methods and the four learning classifiers.
Only when the extinction fraction is low (10%), the pure birth model obtains a slightly higher marginal likelihood than the birth-death.
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