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Classification-based approaches for data analysis are provoking wide interest and increasing adoption within the neuroscience community. Topics like "brain decoding", "multi-voxel pattern analysis" and "brain-computer interface" are prominent examples of this trend. The core problem of these investigations is hypothesis testing, i.e., finding evidence of some effect produced...
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