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The statistical analysis of experimentally recorded brain activity patterns may require comparisons between large sets of complex signals in order to find meaningful similarities and differences between signals with large variability. High-level representations such as time–frequency maps convey a wealth of useful information, but they involve a large number of parameters that make statistical investigations...