Regression Conformal Prediction with Nearest Neighbours

Harris Papadopoulos, Vladimir Vovk, Alex Gammerman

In this paper we apply Conformal Prediction (CP) to the k-Nearest Neighbours Regression (k-NNR) algorithm and propose ways of extending the typical nonconformity measure used for r…