impute: Impute values from prototype information

In SOMbrero: SOM Bound to Realize Euclidean and Relational Outputs

Impute values from prototype information

Description

Impute values by replacing missing entries with the corresponding assigned prototype entries

Usage

impute(object, ...)

Arguments

object	a somRes object.
...	unused.

Value

Imputed matrix as in Cottrell and Letrémy, (2005)

Author(s)

Nathalie Vialaneix [e-mail]

References

Cottrell M., Letrémy P. (2005) Missing values: processing with the Kohonen algorithm. Proceedings of Applied Stochastic Models and Data Analysis (ASMDA 2005), 489-496.

See Also

trainSOM

Examples

# Run trainSOM algorithm on the iris data with 500 iterations
set.seed(1505)
missings <- cbind(sample(1:150, 50, replace = TRUE),
                  sample(1:4, 50, replace = TRUE))
x.data <- as.matrix(iris[, 1:4])
x.data[missings] <- NA
iris.som <- trainSOM(x.data = x.data)
iris.som
impute(iris.som)

SOMbrero documentation built on May 29, 2024, 1:27 a.m.