SenVis: Interactive Tensor-based Sensitivity Visualization

dc.contributor.authorYang, Haiyanen_US
dc.contributor.authorBallester-Ripoll, Rafaelen_US
dc.contributor.authorPajarola, Renatoen_US
dc.contributor.editorBorgo, Rita and Marai, G. Elisabeta and Landesberger, Tatiana vonen_US
dc.date.accessioned2021-06-12T11:01:44Z
dc.date.available2021-06-12T11:01:44Z
dc.date.issued2021
dc.description.abstractSobol's method is one of the most powerful and widely used frameworks for global sensitivity analysis, and it maps every possible combination of input variables to an associated Sobol index. However, these indices are often challenging to analyze in depth, due in part to the lack of suitable, flexible enough, and fast-to-query data access structures as well as visualization techniques. We propose a visualization tool that leverages tensor decomposition, a compressed data format that can quickly and approximately answer sophisticated queries over exponential-sized sets of Sobol indices. This way, we are able to capture the complete global sensitivity information of high-dimensional scalar models. Our application is based on a three-stage visualization, to which variables to be analyzed can be added or removed interactively. It includes a novel hourglass-like diagram presenting the relative importance for any single variable or combination of input variables with respect to any composition of the rest of the input variables. We showcase our visualization with a range of example models, whereby we demonstrate the high expressive power and analytical capability made possible with the proposed method.en_US
dc.description.number3
dc.description.sectionheadersAnalytics in Science and Engineering
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume40
dc.identifier.doi10.1111/cgf.14306
dc.identifier.issn1467-8659
dc.identifier.pages275-286
dc.identifier.urihttps://doi.org/10.1111/cgf.14306
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf14306
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectSobol indices
dc.subjecttensor
dc.subjectbased sensitivity computation
dc.subjectexplorative sensitivity analysis
dc.subjectinteractive sensitivity visualization CCS Concepts
dc.subjectHuman centered computing
dc.subjectVisualization
dc.subjectTheory of computation
dc.subjectDesign and analysis of algorithms
dc.titleSenVis: Interactive Tensor-based Sensitivity Visualizationen_US
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