Non-homogeneous regression is often used to statistically post-process ensemble forecasts. Usually only ensemble … increasing numbers of input variables. This paper proposes a boosting algorithm to estimate the regression coefficients while … case study with ensemble forecasts from the European Centre for Medium-Range Weather Forecasts (ECMWF) shows that this …

predictability limit of the lvp states at Vienna Airport. The forecasts are computed with boosting trees, which consist of an … ensemble of decision trees grown iteratively on residuals of previous trees. The model predictors are observations at Vienna … Airport and output of a high resolution and an ensemble numerical weather prediction (NWP) model. Observations have highest …

predictions when new observations arrive. The tree-based ensemble method "boosting" provides the highest benefit in forecast …