239 citations · 329 across the 8 of their papers we have counts for
3 papers · 1 filter
Stagewise Boosting Distributional Regression
Mattias Wetscher, Johannes Seiler, Reto Stauffer +1
Forward stagewise regression is a simple algorithm that can be used to estimate regularized models. The updating rule adds a small constant to a regression coefficient in each iter…
Circular Regression Trees and Forests with an Application to Probabilistic Wind Direction Forecasting
Moritz N. Lang, Lisa Schlosser, Torsten Hothorn +3
While circular data occur in a wide range of scientific fields, the methodology for distributional modeling and probabilistic forecasting of circular response variables is rather l…
Distributional Regression Forests for Probabilistic Precipitation Forecasting in Complex Terrain
Lisa Schlosser, Torsten Hothorn, Reto Stauffer +1
To obtain a probabilistic model for a dependent variable based on some set of explanatory variables, a distributional approach is often adopted where the parameters of the distribu…