Publications by Achim Zeileis
bamlss: A Lego Toolbox for Flexible Bayesian Regression
Modular R tools for Bayesian regression are provided by bamlss: From classic MCMC-based GLMs and GAMs to distributional models using the lasso or gradient boosting. Citation Umlauf N, Klein N, Simon T, Zeileis A (2019). “bamlss: A Lego Toolbox for Flexible Bayesian Regression (and Beyond).” arXiv:1909.11784, arXiv.org E-Print Archive. https:/...
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Circular regression trees and forests
A flexible framework for probabilistic forecasting of circular data is introduced, using distributional regression trees and random forests based on the von Mises distribution. Citation Lang MN, Schlosser L, Hothorn T, Mayr GJ, Stauffer R, Zeileis A (2020). “Circular Regression Trees and Forests with an Application to Probabilistic Wind Directi...
5718 sym R (264 sym/1 pcs) 6 img
Circular regression trees and forests
A flexible framework for probabilistic forecasting of circular data is introduced, using distributional regression trees and random forests based on the von Mises distribution. Citation Lang MN, Schlosser L, Hothorn T, Mayr GJ, Stauffer R, Zeileis A (2020). “Circular Regression Trees and Forests with an Application to Probabilistic Wind Directi...
5718 sym R (264 sym/1 pcs) 6 img
Circular regression trees and forests
A flexible framework for probabilistic forecasting of circular data is introduced, using distributional regression trees and random forests based on the von Mises distribution. Citation Lang MN, Schlosser L, Hothorn T, Mayr GJ, Stauffer R, Zeileis A (2020). “Circular Regression Trees and Forests with an Application to Probabilistic Wind Directi...
5718 sym R (264 sym/1 pcs) 6 img
lmSubsets: Exact variable-subset selection in linear regression
The R package lmSubsets for flexible and fast exact variable-subset selection is introduced and illustrated in a weather forecasting case study. Citation Hofmann M, Gatu C, Kontoghiorghes EJ, Colubi A, Zeileis A (2020). “lmSubsets: Exact Variable-Subset Selection in Linear Regression for R.” Journal of Statistical Software, 93(3), 1-21. doi:1...
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lmSubsets: Exact variable-subset selection in linear regression
The R package lmSubsets for flexible and fast exact variable-subset selection is introduced and illustrated in a weather forecasting case study. Citation Hofmann M, Gatu C, Kontoghiorghes EJ, Colubi A, Zeileis A (2020). “lmSubsets: Exact Variable-Subset Selection in Linear Regression for R.” Journal of Statistical Software, 93(3), 1-21. doi:1...
5707 sym R (467 sym/4 pcs) 4 img 1 tbl
lmSubsets: Exact variable-subset selection in linear regression
The R package lmSubsets for flexible and fast exact variable-subset selection is introduced and illustrated in a weather forecasting case study. Citation Hofmann M, Gatu C, Kontoghiorghes EJ, Colubi A, Zeileis A (2020). “lmSubsets: Exact Variable-Subset Selection in Linear Regression for R.” Journal of Statistical Software, 93(3), 1-21. doi:1...
5707 sym R (467 sym/4 pcs) 4 img 1 tbl
Structural equation model trees with partykit and lavaan
To capture heterogeneity in structural equation models (SEMs), the model-based recursive partitioning (MOB) algorithm from partykit can be coupled with SEM estimation from lavaan. Motivation Structural equation models (SEMs) are a popular class of models, especially in the social sciences, to model correlations and dependencies in multivariate da...
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Structural equation model trees with partykit and lavaan
To capture heterogeneity in structural equation models (SEMs), the model-based recursive partitioning (MOB) algorithm from partykit can be coupled with SEM estimation from lavaan. Motivation Structural equation models (SEMs) are a popular class of models, especially in the social sciences, to model correlations and dependencies in multivariate da...
8729 sym R (3094 sym/8 pcs) 6 img
Structural equation model trees with partykit and lavaan
To capture heterogeneity in structural equation models (SEMs), the model-based recursive partitioning (MOB) algorithm from partykit can be coupled with SEM estimation from lavaan. Motivation Structural equation models (SEMs) are a popular class of models, especially in the social sciences, to model correlations and dependencies in multivariate da...
8729 sym R (3094 sym/8 pcs) 6 img