Hugo Nicolas

Sequential sparse Gaussian process quantile regression

Hugo Nicolas, Olivier Le Maître

Quantile regression aims to estimate the conditional quantiles of a response variable from observed data. In a Bayesian setting, Gaussian process quantile regression provides uncertainty quantification but faces significant computational challenges due to the nonconjugacy of the…Read more