Transform Regression and the Kolmogorov Superposition Theorem

A new predictive modeling algorithm that draws inspiration from the Kolmogorov superposition theorem, dubbed “transform regression,” generates surprisingly good models compared to those produced by the underlying decision-tree method when the latter is applied directly.