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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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Detalles Bibliográficos
Autores principales: Younesy, Hamid, Pober, Joseph, Möller, Torsten, Karimi, Mohammad M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10249055/
https://www.ncbi.nlm.nih.gov/pubmed/37304402
http://dx.doi.org/10.3389/fbinf.2023.1153800
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author Younesy, Hamid
Pober, Joseph
Möller, Torsten
Karimi, Mohammad M.
author_facet Younesy, Hamid
Pober, Joseph
Möller, Torsten
Karimi, Mohammad M.
author_sort Younesy, Hamid
collection PubMed
description 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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spelling pubmed-102490552023-06-09 ModEx: a general purpose computer model exploration system Younesy, Hamid Pober, Joseph Möller, Torsten Karimi, Mohammad M. Front Bioinform Bioinformatics 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. Frontiers Media S.A. 2023-05-25 /pmc/articles/PMC10249055/ /pubmed/37304402 http://dx.doi.org/10.3389/fbinf.2023.1153800 Text en Copyright © 2023 Younesy, Pober, Möller and Karimi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Bioinformatics
Younesy, Hamid
Pober, Joseph
Möller, Torsten
Karimi, Mohammad M.
ModEx: a general purpose computer model exploration system
title ModEx: a general purpose computer model exploration system
title_full ModEx: a general purpose computer model exploration system
title_fullStr ModEx: a general purpose computer model exploration system
title_full_unstemmed ModEx: a general purpose computer model exploration system
title_short ModEx: a general purpose computer model exploration system
title_sort modex: a general purpose computer model exploration system
topic Bioinformatics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10249055/
https://www.ncbi.nlm.nih.gov/pubmed/37304402
http://dx.doi.org/10.3389/fbinf.2023.1153800
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