Dimitrios Vamvourellis

Enhanced Local Explainability and Trust Scores with Random Forest Proximities

2023 · arXiv (Cornell University)

We initiate a novel approach to explain the predictions and out of sample performance of random forest (RF) regression and classification models by exploiting the fact that any RF can be mathematically formulated as an …