Boosting Distributional Copula Regression for Bivariate Binary, Discrete and Mixed Responses
Motivated by challenges in the analysis of biomedical data and observational studies, we
develop statistical boosting for the general class of bivariate distributional copula regression …
develop statistical boosting for the general class of bivariate distributional copula regression …
Truly multivariate structured additive distributional regression
Generalized additive models for location, scale and shape (GAMLSS) are a popular
extension to mean regression models where each parameter of an arbitrary distribution is …
extension to mean regression models where each parameter of an arbitrary distribution is …
Robust gradient boosting for generalized additive models for location, scale and shape
Due to the increasing complexity and dimensionality of data sources, it is favorable that
methodological approaches yield robust results so that corrupted observations do not …
methodological approaches yield robust results so that corrupted observations do not …
Enhanced variable selection for boosting sparser and less complex models in distributional copula regression
Structured additive distributional copula regression allows to model the joint distribution of
multivariate outcomes by relating all distribution parameters to covariates. Estimation via …
multivariate outcomes by relating all distribution parameters to covariates. Estimation via …
A Balanced Statistical Boosting Approach for GAMLSS via New Step Lengths
A Daub, A Mayr, B Zhang, E Bergherr - arXiv preprint arXiv:2404.08331, 2024 - arxiv.org
Component-wise gradient boosting algorithms are popular for their intrinsic variable
selection and implicit regularization, which can be especially beneficial for very flexible …
selection and implicit regularization, which can be especially beneficial for very flexible …
Wastewater analysis in the light of Covid-19-an application of GAMLSS models/Author Roman Pfeiler, MSSc BSc
R Pfeiler - 2023 - epub.jku.at
The outbreak of Covid-19 greatly impacted and changed the lives of many people in various
ways. From a political perspective it is important to monitor and understand the virus and its …
ways. From a political perspective it is important to monitor and understand the virus and its …