summary.lmps {CIpostSelect} | R Documentation |
Summary function for our lmps object
Description
Summary function for our lmps object
Usage
## S3 method for class 'lmps'
summary(object, ...)
Arguments
object |
Our lmps object |
... |
Other arguments ignored (for compatibility with generic) |
Details
This function provides a summary of the data collected during the application of the lmps function. It summarizes how many times the most frequently selected model was chosen across our N divisions, as well as the selection frequency of variables in the different divisions. It can also provide the execution time of the lmps function, which may vary significantly depending on the chosen post-selection method and the dimensionality of our data.
Value
A summary of our lmps object
Examples
library(mlbench)
data("BostonHousing")
# lmps object
model = lmps(medv~., data = BostonHousing, method = "Lasso", N = 50)
summary(model)
# lmps object
model = lmps(medv~., data = BostonHousing, method = "Lasso", N = 50, cores = 2)
summary(model)
[Package CIpostSelect version 0.2.1 Index]