Conformal and kNN Predictive Uncertainty Quantification Algorithms in Metric Spaces

Gábor Lugosi, Marcos Matabuena

This paper introduces a framework for uncertainty quantification in regression models defined on metric spaces. Using a proposed notion of homoscedasticity, we define a conformal p…