A/B Testing for Information Gain

If the response variable is semi-continuous and has somewhat of a normal distribution you could fit a unstructured covariance matrix and try to fit several correlation structures to it, then use the fitted structure to estimate efficiencies of certain contrasts. This paper may help: http://dx.doi.org/10.1198/tast.2009.08196