Statistics on decoding results

Hi everyone, I'm writing for a suggestion. I obtained a very interesting results with the decoding with SVM, but now I'm not sure how to test statistically the results. The output of the deconding with cross-validation is basically a vector with the accuracy for ech timepoint, and therefore considering that there is no distribution of the data, I don't know how to do a statistical analysis.
Do you have any suggestions?
Thanks

@pantazis ?