Non-Parametric Regression

One transformation that get us around many assumptions about distributions, is the rank distribution. In this, one or more variables are replaced by their ranks. The rank transformation simply assigns the value 1 to the smallest observed value, 2 to the next smallest, etc. Of course in practice there are often ties, and some sort of intelligent tie-breaker needs to be employed. Usually this is to assign both values their average rank.