ModEx: a general purpose computer model exploration system

We present a general purpose visual analysis system that can be used for exploring parameters of a variety of computer models. Our proposed system offers key components of a visual parameter analysis framework including parameter sampling, deriving output summaries, and an exploration interface. It...

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Bibliographic Details
Published inFrontiers in bioinformatics Vol. 3; p. 1153800
Main Authors Younesy, Hamid, Pober, Joseph, Möller, Torsten, Karimi, Mohammad M
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 25.05.2023
Subjects
Bioinformatics
clustering
computer model exploration
parameter space analysis
visual analysis tools
visualization
differential gene expression
visualization
bioinformatics
computer model exploration
neural networks
parameter space analysis
clustering
visual analysis tools
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Summary:We present a general purpose visual analysis system that can be used for exploring parameters of a variety of computer models. Our proposed system offers key components of a visual parameter analysis framework including parameter sampling, deriving output summaries, and an exploration interface. It also provides an API for rapid development of parameter space exploration solutions as well as the flexibility to support custom workflows for different application domains. We evaluate the effectiveness of our system by demonstrating it in three domains: data mining, machine learning and specific application in bioinformatics.
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Edited by: Helena Jambor, Technical University Dresden, Germany
Charles Oluwaseun Adetunji, Edo University, Nigeria
Reviewed by: Jefrey Lijffijt, Ghent University, Belgium
ISSN:2673-7647
2673-7647
DOI:10.3389/fbinf.2023.1153800