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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.
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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).
Splitting up the limiting procedures, (N rightarrowinfty) and continuum limit, allows us to incorporate correlations and finally to work in the more natural function space (L^{2}).
The analysis was carried out using linear mixed models incorporating correlations between sequence changes within the same protein and proteins within the same individual.
We were able to incorporate correlations between PAH congeners, but we could not do so for other compounds.
However, in RCT arm-based approaches that correctly incorporate correlations have been shown to be superior to CB methods [ 5].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com