Data Science, Machine Learning, Regression, Generalized Linear Model.
log(), sqrt() etc., will end up having a linear relationship with X. This is obviously too much to expect. What seems more realistic is that the conditional mean (a.k.a. expectation) of y, i.e. E(y|x, )after a suitable transformation, ought to have a linear relationship with X. In other words: Log