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palmtree: Partially Additive (Generalized) Linear Model Trees

This is an implementation of model-based trees with global model parameters (PALM trees). The PALM tree algorithm is an extension to the MOB algorithm (implemented in the 'partykit' package), where some parameters are fixed across all groups. Details about the method can be found in Seibold, Hothorn, Zeileis (2016) <doi:10.48550/arXiv.1612.07498>. The package offers coef(), logLik(), plot(), and predict() functions for PALM trees.

Version: 0.9-1
Depends: R (≥ 3.1.0), partykit
Imports: Formula (≥ 1.2-1)
Suggests: mvtnorm, psychotools
Published: 2020-05-15
DOI: 10.32614/CRAN.package.palmtree
Author: Heidi Seibold ORCID iD [aut, cre], Torsten Hothorn ORCID iD [aut], Achim Zeileis ORCID iD [aut]
Maintainer: Heidi Seibold <heidi at seibold.co>
License: GPL-2 | GPL-3
NeedsCompilation: no
Citation: palmtree citation info
CRAN checks: palmtree results

Documentation:

Reference manual: palmtree.pdf

Downloads:

Package source: palmtree_0.9-1.tar.gz
Windows binaries: r-devel: palmtree_0.9-1.zip, r-release: palmtree_0.9-1.zip, r-oldrel: palmtree_0.9-1.zip
macOS binaries: r-release (arm64): palmtree_0.9-1.tgz, r-oldrel (arm64): palmtree_0.9-1.tgz, r-release (x86_64): palmtree_0.9-1.tgz, r-oldrel (x86_64): palmtree_0.9-1.tgz
Old sources: palmtree archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.