The remarkable computational abilities of our brains arise at the level of the interconnected neural population, and recent advances in recording technologies now allow direct analysis of this multivariate, time-series, population data. However, between this data and its scientific payoff is a current lack of necessary statistical testing methods. In particular, numerous hypotheses have arisen...