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carl: a likelihood-free inference toolbox

Louppe, Gilles; Cranmer, Kyle; Pavez, Juan


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<resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.1/metadata.xsd">
  <identifier identifierType="DOI">10.5281/zenodo.47798</identifier>
  <creators>
    <creator>
      <creatorName>Louppe, Gilles</creatorName>
      <givenName>Gilles</givenName>
      <familyName>Louppe</familyName>
      <affiliation>NYU + CERN</affiliation>
    </creator>
    <creator>
      <creatorName>Cranmer, Kyle</creatorName>
      <givenName>Kyle</givenName>
      <familyName>Cranmer</familyName>
      <affiliation>New York University</affiliation>
    </creator>
    <creator>
      <creatorName>Pavez, Juan</creatorName>
      <givenName>Juan</givenName>
      <familyName>Pavez</familyName>
      <affiliation>Federico Santa Maria University</affiliation>
    </creator>
  </creators>
  <titles>
    <title>carl: a likelihood-free inference toolbox</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2016</publicationYear>
  <subjects>
    <subject>likelihood free, surrogate model, inference, software, python, machine learning</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2016-03-18</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/47798</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsSupplementTo">https://github.com/diana-hep/carl/tree/v0.1</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsSupplementTo">http://arxiv.org/abs/1506.02169</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.591483</relatedIdentifier>
  </relatedIdentifiers>
  <version>v0.1</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;Likelihood-free inference toolbox. Supported features include:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Composition and fitting of distributions;&lt;/li&gt;
	&lt;li&gt;Likelihood-free inference from classifiers;&lt;/li&gt;
	&lt;li&gt;Parameterized supervised learning;&lt;/li&gt;
	&lt;li&gt;Calibration tools.&amp;nbsp;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;</description>
    <description descriptionType="Other">Early release of the code for reproducibility of examples in paper.</description>
  </descriptions>
</resource>
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