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

Wicaksono, Damar Canggih; Hecht, Michael


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{
  "type": "article", 
  "title": "UQTestFuns: A Python3 Library of Uncertainty Quantification (UQ) Test Functions", 
  "issued": {
    "date-parts": [
      [
        2024, 
        11, 
        18
      ]
    ]
  }, 
  "version": "v0.5.0", 
  "DOI": "10.14278/rodare.3355", 
  "author": [
    {
      "family": "Wicaksono, Damar Canggih"
    }, 
    {
      "family": "Hecht, Michael"
    }
  ], 
  "publisher": "Rodare", 
  "language": "eng", 
  "id": "3355", 
  "abstract": "<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>v0.5.0 is a minor release that further expands the library of available UQ test functions. This update introduces 14 new test functions, bringing the total to 56.</p>"
}
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