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UQTestFuns: A Python3 Library of Uncertainty Quantification (UQ) Test Functions

Wicaksono, Damar Canggih; Hecht, Michael


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  "sameAs": [
    "https://www.hzdr.de/publications/Publ-37736"
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  "inLanguage": {
    "@type": "Language", 
    "alternateName": "eng", 
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  "keywords": [
    "python", 
    "uncertainty-quantification", 
    "benchmark", 
    "sensitivity-analysis", 
    "metamodeling", 
    "reliability-analysis"
  ], 
  "url": "https://rodare.hzdr.de/record/2531", 
  "@type": "SoftwareSourceCode", 
  "datePublished": "2023-10-30", 
  "creator": [
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0001-8587-7730", 
      "name": "Wicaksono, Damar Canggih", 
      "affiliation": "Center for Advanced Systems Understanding (CASUS)"
    }, 
    {
      "@type": "Person", 
      "@id": "https://orcid.org/0000-0001-9214-8253", 
      "name": "Hecht, Michael", 
      "affiliation": "Center for Advanced Systems Understanding (CASUS)"
    }
  ], 
  "description": "<p>UQTestFuns is an open-source Python3 library of test functions commonly used within the applied uncertainty quantification (UQ) community. Specifically, the package provides:</p>\n\n<ul>\n\t<li>an implementation&nbsp;<em>with minimal dependencies</em>&nbsp;(i.e., NumPy and SciPy) and&nbsp;<em>a common interface</em>&nbsp;of many test functions</li>\n\t<li>a&nbsp;<em>single entry point</em>&nbsp;collecting test functions&nbsp;<em>and</em>&nbsp;their probabilistic&nbsp;input specifications in a single Python package</li>\n\t<li>an&nbsp;<em>opportunity for an open-source contribution</em>, supporting the implementation of new test functions or posting reference results.</li>\n</ul>\n\n<p>In short, UQTestFuns is an homage to the&nbsp;<a href=\"https://www.sfu.ca/~ssurjano/\">Virtual Library of Simulation Experiments (VLSE)</a>.</p>\n\n<p>v0.4.1 includes one additional&nbsp;test function used in the context of metamodeling. The package documentation has been updated following the review process during the submission to the Journal of Open Source Software (JOSS). This release is part of the acceptance of the package to JOSS.</p>\n\n<p>This archive is part of the archival process to ROBIS.</p>", 
  "name": "UQTestFuns: A Python3 Library of Uncertainty Quantification (UQ) Test Functions", 
  "identifier": "https://doi.org/10.14278/rodare.2531", 
  "@id": "https://doi.org/10.14278/rodare.2531", 
  "version": "v0.4.1", 
  "license": "https://opensource.org/licenses/MIT"
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