Linear models for transformed variables

If the relationship between Y and X is nonlinear, a linear model will give poor predictions. However, transforming Y and/or X may linearise the relationship, allowing a linear model to be used.

For many data sets, logarithmic transformations work, but sometimes more general power transformations are needed.

Survival of marine bacteria