The Geometry of Existence and Uniqueness of Maximum Likelihood Estimation in Categorical Response Models

Lukas Sablica, Kurt Hornik, Thomas Rusch

Nonexistence of the maximum likelihood estimate (MLE) under separation is treated as a solved problem for binary logistic regression and as a scattered collection of model-specific…