Search Results for author: Joshua Rosaler

Found 1 papers, 0 papers with code

Towards Enhanced Local Explainability of Random Forests: a Proximity-Based Approach

no code implementations19 Oct 2023 Joshua Rosaler, Dhruv Desai, Bhaskarjit Sarmah, Dimitrios Vamvourellis, Deran Onay, Dhagash Mehta, Stefano Pasquali

We initiate a novel approach to explain the out of sample performance of random forest (RF) models by exploiting the fact that any RF can be formulated as an adaptive weighted K nearest-neighbors model.

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