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By injecting random noises, the DNN training is enforced to emphasize on the most discriminative patterns of speech signals.
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Intuitively, these constraints tend to select the most discriminative subgraph patterns based on the graph labels.
Figures 7 and 8 display the most discriminative subgraph patterns selected by gMSV from the fMRI dataset and the DTI dataset, respectively.
Future research will be focused on the identification of dominant and most discriminative texture patterns for different motor fault categories and application of the proposed system in the case of multiple motor fault diagnosis.
Finally, pathways are ranked according to their most discriminative expression pattern, being it at a fine (e.g. metabolic switch in a sub-network) or coarse grain resolution (e.g. global up- or down-regulation of an entire pathway).
Metabolic pathways were selected that had features with the most discriminative gene expression patterns.
Considering the most discriminative parts of the biomarker patterns, the discriminative power of the peak is not simply expressed by its height.
In the remainder of this section we consider the most discriminative parts of the extracted biomarker patterns.
From this list, we noticed that 'countries of interest' and 'reference to spa massage therapy' were the most discriminative feature groups, while 'advertisement language pattern' group (with 3 important features) appeared to be the most dominant feature group.
According to this figure, our most discriminative features are not necessarily those that appear more often.
Importantly, the most discriminative voxels for stimulus orientation form elongated regions that correspond well to draining vessels [34].
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