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During feature ranking using the ROC FS method, we applied an ad hoc cross correlation technique that incorporates correlation information into the ranking procedure so as to avoid the existence of correlated features into the best subset.
Although the theoretically optimal subset explicitly incorporates correlation between features, our results concur with those of others in suggesting that correlations should be shrunken to zero in settings with many more features than samples.
Second, NaNOS incorporates correlation structures encoded in pathways for variable selection.
These are: (1) GCI‐SVM incorporates correlation information to remove the redundant genes; (2) Sort‐SVM utilizes mutual information among genes but also may select redundant genes.
In a model of action perception learning that incorporates correlation learning mechanisms and information about neuroanatomical connectivity, cell assembly formation was found as a result of co-activation of neural elements in primary motor and sensory "areas" of the network (Fig. 2, bottom panel, Garagnani et al. 2007, 2008, 2009b).
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Studying a more realistic model that incorporates correlations in the feed-forward input, spatially restricted cortical interactions, and an experimentally derived layout of pinwheels, we show that recent optical-imaging data of ongoing activity in V1 are consistent with the presence of either a single background state or multiple attractor states encoding many features.
Since the misclassification rate (4) explicitly incorporates correlations, we expect that using (4) to guide feature selection will achieve greater accuracy relative to its competitors.
Indeed, of the two methods Monte Carlo is the only one capable of incorporating correlation.
To overcome this limitation, in this paper, we incorporate correlation filter trackers with the fully-convolutional Siamese network (SiamFC) to achieve distractor-aware tracking.
Taylor diagrams are incorporating correlation coefficient, centered root mean square difference (cRMSD) and standard deviation into a single diagram and, therefore, they provide a clear overview of similarity between simulated and observed data.
Natural history parameters were sampled from the parameter sets obtained through calibration, incorporating correlation between these parameters.
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