Usage

The main advantage of regression trees is their human-readability. Regression trees not only predict attribute values of targets, they also explain which attributes are used and how the attributes are used to reach the predictions.

Typically, you use regression trees when the advantage of human-readability outweighs the disadvantage of piecewise-constantly approximating the target function.