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stat.CO2024
Stochastic Variational Inference for Structured Additive Distributional Regression
Gianmarco Callegher, Thomas Kneib, Johannes Söding +1
Structured additive distributional regression extends generalized additive models by allowing all parameters of a response distribution to depend on structured additive predictors.…
stat.ME2024
Bayesian Penalized Transformation Models: Structured Additive Location-Scale Regression for Arbitrary Conditional Distributions
Johannes Brachem, Paul F. V. Wiemann, Thomas Kneib
Penalized transformation models (PTMs) are a semiparametric location-scale regression family that estimate a response's conditional distribution directly from the data, and model t…