smartdata (version 1.0.3)

space_transformation: Space transformation wrapper

Description

Space transformation wrapper

Usage

space_transformation(dataset, method, exclude = NULL, ...)

Arguments

dataset

we want to do space transformation on

method

selected method for space transformation

exclude

character. Vector of attributes to exclude from the space transformation process

...

Further arguments for method

Value

The transformed dataset

Examples

# NOT RUN {
library("smartdata")
data(ecoli1, package = "imbalance")
data(AntibioticSmall, package = "adaptiveGPCA")
antibiotics <- data.frame(AntibioticSmall$X)

super_ecoli <- space_transformation(ecoli1, "lle_knn", k = 3, num_features = 2,
                                   regularization = 1, exclude = c("Mcg", "Alm1"))
# }
# NOT RUN {
super_ecoli <- space_transformation(ecoli1, "lle_epsilon", epsilon = 0.99, num_features = 3)

super_antibiotics <- space_transformation(antibiotics, "adaptative_gpca",
                                         similarity = AntibioticSmall$Q,
                                         num_features = 2)
# }
# NOT RUN {
# }