Why not compare the time-series data rather than taking an average over time? http://www.spm1d.org/References.html
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I agree with Brent... but given SPM is smoothness dependent functional data analysis (FDA) could be considered as a precursor to help fit the data (and even explore FDA techniques as well). But largely either approach being suitable will depend on the behavior of those signals.
End of conversation
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