Megan Schertzer

Faithful Heteroscedastic Regression with Neural Networks

2022 · arXiv (Cornell University)

Heteroscedastic regression models a Gaussian variable's mean and variance as a function of covariates. Parametric methods that employ neural networks for these parameter maps can capture complex relationships in the data. Yet, optimizing network parameters …