iml (version 0.9.0)

plot.LocalModel: Plot Local Model

Description

plot.LocalModel() plots the feature effects of a LocalModel object.

Usage

# S3 method for LocalModel
plot(object)

Arguments

object

A LocalModel R6 object

Value

ggplot2 plot object

See Also

LocalModel

Examples

# NOT RUN {
if (require("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)
}
# }