uniqueSummary {mlegp}R Documentation

Summary of outputs for each unique input

Description

Finds sample means and variances for a matrix of observations when replicates are present

Usage

uniqueSummary(X,Y)

Arguments

X matrix of inputs
Y matrix of outputs corresponding to x

Details

uniqueSummary calculates sample means and variances for each unique input. For input values with no replicates, the sample variance will be `NA'. This function is used by mlegp to fit a GP to a collection of means observations at each design point.

Value

A list with the following components:

reps the number of reps for each unique design point
uniqueX the input matrix with duplicate inputs removed
uniqueMeans sample means corresponding to each unique input
uniqueVar sample variances corresponding to each unique input

Author(s)

Garrett M. Dancik dancikg@nsula.edu

References

http://users.nsula.edu/dancikg/mlegp/

Examples

x = c(1,1,2,2,3)
y = x + rnorm(length(x))
uniqueSummary(x,y)


[Package mlegp version 3.1.0 Index]