Variance Stabilizing Transformations#
Feature-engine’s variable transformers transform numerical variables with various mathematical transformations.
Variable transformations are commonly used to spread the values of the original variables over a wider value range. See the following illustration:
We added a lot of information about variance stabilizing transformations in this article.
Note however, that improving the value spread is not always possible and it depends on the nature of the variable.