The fanovaGraph Package: Visualization of Interaction Structures and Construction of Block-additive Kriging Models

FANOVA graphs have a broad range of application in model interpretation, sensitivity analysis and analysis of computer experiments. They give a clear and easy to understand visualization of function structures, reveal block-additive decompositions and also effectively improve Kriging model predictions by kernel adaption. These several fields are combined in a new released R package fanovaGraph. This tutorial presents the implemented methods step by step together with theoretical background and illustrations. Additionally it includes methods in simulation and the crucial question of threshold decision, where graphical solutions are suggested.

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Source https://hal.science/hal-00795229
Author Fruth, Jana, Roustant, Olivier, Muehlenstaedt, Thomas
Maintainer CCSD
Last Updated May 14, 2026, 00:06 (UTC)
Created May 14, 2026, 00:06 (UTC)
Identifier hal-00795229
Language en
Rights https://about.hal.science/hal-authorisation-v1/
contributor Technische Universität Dortmund = TU Dortmund University (TU)
creator Fruth, Jana
date 2013-02-27T00:00:00
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harvest_source_id 3374d638-d20b-4672-ba96-a23232d55657
harvest_source_title test moissonnage SELUNE
metadata_modified 2026-04-13T00:00:00
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