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forestFloor (version 1.11.1)
Visualizes Random Forests with Feature Contributions
Description
Form visualizations of high dimensional mapping structures of random forests and feature contributions.
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1.11.1
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Install
install.packages('forestFloor')
Monthly Downloads
132
Version
1.11.1
License
GPL-2
Maintainer
Soeren Welling
Last Published
May 30th, 2017
Functions in forestFloor (1.11.1)
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forestFloor-package
forestFloor: visualize the random forest model structure
forestFloor
Compute out-of-bag cross-validated feature contributions to visualize model structures of randomForest models.
convolute_ff
Cross-validated main effects interpretation for all feature contributions.
convolute_ff2
Low-level function to estimate a specific set of feature contributions by corresponding features with kknn-package. Used to estimate goodness-of-fit of surface in show3d.
convolute_grid
Model structure grid estimated by feature contributions
fcol
Generic colour module for forestFloor objects
Xtestmerger
merge training set (X) and (test) set
append.overwrite.alists
Combine two argument lists
as.numeric.factor
Convert a factor to numeric.vector.
box.outliers
Box Outliers
recTree
recursiveTree: cross-validated feature contributions
show3d
make forestFloor 3D-plot of random forest feature contributions
plot_simplex3
3-class simplex forestFloor plot
print.forestFloor
print summary of forestFloor.Object
importanceExportWrapper
Importance Export Wrapper (internal)
plot.forestFloor
plot.forestFloor_regression
vec.plot
Compute and plot vector effect characteristics for a given multivariate model