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fanovaGraph (version 1.5)

Building Kriging Models from FANOVA Graphs

Description

Estimation and plotting of a function's FANOVA graph to identify the interaction structure and fitting, prediction and simulation of a Kriging model modified by the identified structure. The interactive function plotManipulate() can only be run on the 'RStudio IDE' with 'RStudio' package 'manipulate' loaded. 'RStudio' is freely available (), and includes package 'manipulate'. The equivalent function plotTk() bases on CRAN Repository packages only. For further information on the method see Fruth, J., Roustant, O., Kuhnt, S. (2014) .

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Version

Install

install.packages('fanovaGraph')

Monthly Downloads

304

Version

1.5

License

GPL-3

Maintainer

Last Published

October 7th, 2020

Functions in fanovaGraph (1.5)

plotDeltaJumps

Delta Jump Plot
plotGraphChange, plotTk, plotManipulate

Plot Graph as It Changes with Delta
estimateGraph

FANOVA graph estimation.
fanovaGraph-package

Building Kriging models with FANOVA graphs
predictAdditive

Prediction Function with Modified Kernel
kmAdditive

Constrained MLE Optimization
plot.graphlist

kmPredictWrapper

Wrapper for the Kriging model prediction
i2Index

Estimation of pure second order indices
L

LHS Dataset
thresholdIdentification

Function to identify a suitable threshold for an estimateGraph object
simAdditive

Simulate GP values from block-addtive kernel
threshold

Threshold indices
totalIndex

Estimation of main index indices