How can I test the significance of a pair trading strategy, i.e. that the H0 is "The strategy has no predicting power".
I was considering to use the technique in Evidence Based Technical Analysis that test the strategy against a benchmark built by detrending the price series, but I think that this doesn't work in the pair trading strategy because the linear combination of the two price series is already detrended.