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Feature subset importance vs. Pearson correlation. This figure shows the features plotted by the magnitude of their Pearson correlation with BV and their mean subset importance using both RF and LR classifiers for the Ravel et al. dataset. As can be seen, there is substantial similarity between the feature subset importance and the Pearson correlation
