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vcrpart (version 0.3-3)

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.

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Version

Install

install.packages('vcrpart')

Monthly Downloads

137

Version

0.3-3

License

GPL (>= 2)

Maintainer

Reto Buergin

Last Published

March 17th, 2015

Functions in vcrpart (0.3-3)

Effect of parental leave policy

Contrast matrices

tvcm-assessment

Model selection utility functions for tvcm objects.

plot method for tvcm objects.

Time-series plot for longitudinal ordinal data

Tree-based varying coefficient regression models

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

Methods for olmm objects

Methods for score processes of olmm objects

vcrpart-formula

Special terms for formulas.

Methods for fvcm objects

Predict outcome probabilities and responses for olmm objects

Methods for tvcm objects

Fitting ordinal and nominal two-stage linear mixed models

Synthetic data sets

Control parameters for tvcm.

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

Printing and summarizing olmm objects

National Institute of Mental Health shizophrenia study

Control parameters for olmm.

Poverty in Switzerland

Bagging and Random Forests based on tvcm