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

Wicaksono, Damar Canggih; Hecht, Michael


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  <identifier identifierType="DOI">10.14278/rodare.3355</identifier>
  <creators>
    <creator>
      <creatorName>Wicaksono, Damar Canggih</creatorName>
      <givenName>Damar Canggih</givenName>
      <familyName>Wicaksono</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-8587-7730</nameIdentifier>
      <affiliation>Center for Advanced Systems Understanding (CASUS)</affiliation>
    </creator>
    <creator>
      <creatorName>Hecht, Michael</creatorName>
      <givenName>Michael</givenName>
      <familyName>Hecht</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-9214-8253</nameIdentifier>
      <affiliation>Center for Advanced Systems Understanding (CASUS)</affiliation>
    </creator>
  </creators>
  <titles>
    <title>UQTestFuns: A Python3 Library of Uncertainty Quantification (UQ) Test Functions</title>
  </titles>
  <publisher>Rodare</publisher>
  <publicationYear>2024</publicationYear>
  <subjects>
    <subject>python</subject>
    <subject>uncertainty-quantification</subject>
    <subject>benchmark</subject>
    <subject>sensitivity-analysis</subject>
    <subject>metamodeling</subject>
    <subject>reliability-analysis</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2024-11-18</date>
  </dates>
  <language>en</language>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/3355</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsSupplementTo">10.21105/joss.05671</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-37736</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsReferencedBy">https://www.hzdr.de/publications/Publ-37735</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.14278/rodare.2530</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/hzdr</relatedIdentifier>
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  <version>v0.5.0</version>
  <rightsList>
    <rights rightsURI="https://opensource.org/licenses/MIT">MIT License</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;UQTestFuns is an open-source Python3 library of test functions commonly used within the applied uncertainty quantification (UQ) community. Specifically, the package provides:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;an implementation&amp;nbsp;&lt;em&gt;with minimal dependencies&lt;/em&gt;&amp;nbsp;(i.e., NumPy and SciPy) and&amp;nbsp;&lt;em&gt;a common interface&lt;/em&gt;&amp;nbsp;of many test functions&lt;/li&gt;
	&lt;li&gt;a&amp;nbsp;&lt;em&gt;single entry point&lt;/em&gt;&amp;nbsp;collecting test functions&amp;nbsp;&lt;em&gt;and&lt;/em&gt;&amp;nbsp;their probabilistic&amp;nbsp;input specifications in a single Python package&lt;/li&gt;
	&lt;li&gt;an&amp;nbsp;&lt;em&gt;opportunity for an open-source contribution&lt;/em&gt;, supporting the implementation of new test functions or posting reference results.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In short, UQTestFuns is an homage to the&amp;nbsp;&lt;a href="https://www.sfu.ca/~ssurjano/"&gt;Virtual Library of Simulation Experiments (VLSE)&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;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.&lt;/p&gt;</description>
  </descriptions>
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