Jun 7, 2022
Good article!
As an alternative to using a specific set of functional forms for the relationships, we could use the ROC area of each feature as a "score" predicting (positively or negatively) each other feature. This is a type of nonparametric ordinal correlation. It is very effective at finding which features are related to others as a monotonic (increasing or decreasing) but otherwise-arbitrary function.