predict.LocalModel | R Documentation |
Predict the response for newdata with the LocalModel model.
## S3 method for class 'LocalModel' predict(object, newdata = NULL, ...)
object |
A LocalModel R6 object |
newdata |
A data.frame for which to predict |
... |
Further arguments for the objects predict function |
A data.frame with the predicted outcome.
LocalModel
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) predict(lemon, newdata = x.interest)
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