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We also evaluated the methods' dependence on the number of source components retained.
Figure 3 shows the ERD peak score as a function of the number of components retained.
Furthermore, we evaluate the methods' dependence on the number of source components retained.
High-pass-filtered extended Infomax obtains the best (lowest) ERD peak score over all numbers of components retained and retains its leading position over a wide range of number of components retained (10 25 components).
Open image in new window Fig. 3 ERD peak score measure in dependence of the number of components retained.
The number of principal components retained was selected empirically: k=100 for the appearance-based descriptors and k=60 for VGG.
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This analysis reduces a high-dimensional expression profile to single variables (components) retaining most of the variation.
Moreover, PCs are ordered so that the first few components retain most of the variation present in the original features.
We began by undertaking an unsupervised Principal Component Analysis (PCA) of the dataset, which reduces a high-dimensional expression profile to single variables (components) retaining most of the variation (Fig. 2a).
These hydrogels exhibited hydrolytic stability, but the collagen component retained its susceptibility to enzymatic remodeling.
In mixed GCT each component retained the expression characteristics consistent with its microscopic appearance (Table 1).
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