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

Sablica, Lukas et al.
arXiv (All) · Papers
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applicationsmethodologystatistics-theory
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 results everywhere else. We show that it is one phenomenon with one criterion. In a latent polyhedral categorical respo
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