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vcrpart (version 1.0-6)

Tree-Based Varying Coefficient Regression for Generalized Linear and Ordinal Mixed Models

Description

Recursive partitioning for varying coefficient generalized linear models and ordinal linear mixed models. Special features are coefficient-wise partitioning, non-varying coefficients and partitioning of time-varying variables in longitudinal regression. A description of a part of this package was published by Burgin and Ritschard (2017) .

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Version

Install

install.packages('vcrpart')

Monthly Downloads

381

Version

1.0-6

License

GPL (>= 2)

Maintainer

Last Published

October 4th, 2024

Functions in vcrpart (1.0-6)

olmm-gefp

Methods for score processes of olmm objects
olmm-methods

Methods for olmm objects
tvcm-plot

plot method for tvcm objects.
poverty

Poverty in Switzerland
schizo

National Institute of Mental Health shizophrenia study
tvcm

Tree-based varying coefficient regression models
tvcolmm

Tree-based varying coefficient regression based on ordinal and nominal two-stage linear mixed models.
vcrpart-demo

Synthetic data sets
olmm

Fitting ordinal and nominal two-stage linear mixed models
otsplot

Time-series plot for longitudinal ordinal data
tvcm-assessment

Model selection utility functions for tvcm objects.
vcrpart-formula

Special terms for formulas.
tvcm-methods

Methods for tvcm objects
tvcm-control

Control parameters for tvcm.
tvcglm

Coefficient-wise tree-based varying coefficient regression based on generalized linear models
olmm-control

Control parameters for olmm.
contr.wsum

Contrast matrices
olmm-predict

Predict outcome probabilities and responses for olmm objects
PL

Effect of parental leave policy
movie

Movie critics
olmm-summary

Printing and summarizing olmm objects
fvcm

Bagging and Random Forests based on tvcm
fvcm-methods

Methods for fvcm objects