12 citations · 14 across the 4 of their papers we have counts for
6 papers
A Functional Extension of Semi-Structured Networks
David Rügamer, Bernard X. W. Liew, Zainab Altai +1
Semi-structured networks (SSNs) merge the structures familiar from additive models with deep neural networks, allowing the modeling of interpretable partial feature effects while c…
Additive Density-on-Scalar Regression in Bayes Hilbert Spaces with an Application to Gender Economics
Eva-Maria Maier, Almond Stöcker, Bernd Fitzenberger +1
Motivated by research on gender identity norms and the distribution of the woman's share in a couple's total labor income, we consider functional additive regression models for pro…
Functional additive models on manifolds of planar shapes and forms
Almond Stöcker, Lisa Steyer, Sonja Greven
The "shape" of a planar curve and/or landmark configuration is considered its equivalence class under translation, rotation and scaling, its "form" its equivalence class under tran…
Elastic analysis of irregularly or sparsely sampled curves
Lisa Steyer, Almond Stöcker, Sonja Greven
We provide statistical analysis methods for samples of curves when the image but not the parametrisation of the curves is of interest. A parametrisation invariant analysis can be b…
Multivariate Functional Additive Mixed Models
Alexander Volkmann, Almond Stöcker, Fabian Scheipl +1
Multivariate functional data can be intrinsically multivariate like movement trajectories in 2D or complementary like precipitation, temperature, and wind speeds over time at a giv…
Boosting Functional Response Models for Location, Scale and Shape with an Application to Bacterial Competition
Almond Stöcker, Sarah Brockhaus, Sophia Schaffer +3
We extend Generalized Additive Models for Location, Scale, and Shape (GAMLSS) to regression with functional response. This allows us to simultaneously model point-wise mean curves,…