party v0.9-4

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by Torsten Hothorn

A Laboratory for Recursive Part(y)itioning

A computational toolbox for recursive partitioning. The core of the package is ctree(), an implementation of conditional inference trees which embed tree-structured regression models into a well defined theory of conditional inference procedures. This non-parametric class of regression trees is applicable to all kinds of regression problems, including nominal, ordinal, numeric, censored as well as multivariate response variables and arbitrary measurement scales of the covariates. Similar in spirit, the function mob() implements an algorithm for recursive partitioning based on parametric models (e.g. linear models, GLMs or survival regression) based on parameter instability tests. Furthermore, cforest() provides an implementation of Breiman's random forests based on conditional inference trees. Extensible functionality for visualizing tree-structured regression models is available.

Functions in party

Name Description
ForestControl-class Class "ForestControl"
cforest Random Forest
Control Forest Hyper Parameters Control for Conditional Tree Forests
Plot BinaryTree Visualization of Binary Regression Trees
TreeControl Class Class "TreeControl"
Transformations Function for Data Transformations
mob Model-based Recursive Partitioning
Initialize Methods Methods for Function initialize in Package `party'
reweight Re-fitting Models with New Weights
Memory Allocation Memory Allocation
Fit Methods Fit `StatModel' Objects to Data
Conditional Inference Trees Conditional Inference Trees
LearningSample Class Class "LearningSample"
BinaryTree Class Class "BinaryTree"
SplittingNode Class Class "SplittingNode"
RandomForest-class Class "RandomForest"
Panel Generating Functions Panel-Generators for Visualization of Party Trees
mammoexp Mammography Experience Study
Control ctree Hyper Parameters Control for Conditional Inference Trees
mob_control Control Parameters for Model-based Partitioning
plot.mob Visualization of MOB Trees
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Date $Date: 2006-09-15 13:41:45 +0200 (Fri, 15 Sep 2006) $
LazyLoad yes
LazyData yes
License GPL
Packaged Fri Sep 15 13:43:58 2006; hothorn

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