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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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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. |
format | Online Article Text |
id | pubmed-10249055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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