plot.LocalModel {iml} | R Documentation |
Plot Local Model
Description
plot.LocalModel()
plots the feature effects of a LocalModel object.
Usage
## S3 method for class 'LocalModel'
plot(object)
Arguments
object |
A LocalModel R6 object |
Value
ggplot2 plot object
See Also
Examples
library("randomForest")
# First we fit a machine learning model on the Boston housing data
data("Boston", package = "MASS")
X <- Boston[-which(names(Boston) == "medv")]
rf <- randomForest(medv ~ ., data = Boston, ntree = 50)
mod <- Predictor$new(rf, data = X)
# Explain the first instance of the dataset with the LocalModel method:
x.interest <- X[1, ]
lemon <- LocalModel$new(mod, x.interest = x.interest, k = 2)
plot(lemon)
[Package iml version 0.11.3 Index]