h2o (version 3.44.0.3)

h2o.get_variable_inflation_factors: Return the variable inflation factors associated with numerical predictors for GLM models.

Description

Return the variable inflation factors associated with numerical predictors for GLM models.

Usage

h2o.get_variable_inflation_factors(object)

Arguments

object

An H2OModel object.

Examples

if (FALSE) {
library(h2o)
h2o.init()

f <- "https://s3.amazonaws.com/h2o-public-test-data/smalldata/junit/cars_20mpg.csv"
cars <- h2o.importFile(f)
predictors <- c("displacement", "power", "weight", "acceleration", "year")
response <- "cylinders"
cars_split <- h2o.splitFrame(data = cars, ratios = 0.8, seed = 1234)
train <- cars_split[[1]]
valid <- cars_split[[2]]
cars_glm <- h2o.glm(seed = 1234, 
                    lambda=0.0,
                    compute_p_values=TRUE,
                    generate_variable_inflation_factors=TRUE,     
                    x = predictors, 
                    y = response, 
                    training_frame = train, 
                    validation_frame = valid)
h2o.get_variable_inflation_factors(cars_glm)
}