Simplex-to-Euclidean Bijection for Conjugate and Calibrated Multiclass Gaussian Process Classification

Bernardo Williams, Harsha Vardhan Tetali, Arto Klami +1

We propose a conjugate and calibrated Gaussian process (GP) model for multi-class classification by exploiting the geometry of the probability simplex. Our approach uses Aitchison…