Optimal and Provable Calibration in High-Dimensional Binary Classification: Angular Calibration and Platt Scaling

Yufan Li, Pragya Sur

We study the fundamental problem of calibrating a linear binary classifier of the form $\sigma ({\hat{w}}^{\top }x)$, where the feature vector $x$ is Gaussian, $\sigma$ is a link function, and $\…