Software Open Access

healthcareai-r v1.0.0

Thatcher, Levi; Mastanduno, Michael; Larsen, Taylor; Miller, Taylor; Levy, Michael


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  <identifier identifierType="DOI">10.5281/zenodo.999334</identifier>
  <creators>
    <creator>
      <creatorName>Thatcher, Levi</creatorName>
      <givenName>Levi</givenName>
      <familyName>Thatcher</familyName>
    </creator>
    <creator>
      <creatorName>Mastanduno, Michael</creatorName>
      <givenName>Michael</givenName>
      <familyName>Mastanduno</familyName>
    </creator>
    <creator>
      <creatorName>Larsen, Taylor</creatorName>
      <givenName>Taylor</givenName>
      <familyName>Larsen</familyName>
    </creator>
    <creator>
      <creatorName>Miller, Taylor</creatorName>
      <givenName>Taylor</givenName>
      <familyName>Miller</familyName>
    </creator>
    <creator>
      <creatorName>Levy, Michael</creatorName>
      <givenName>Michael</givenName>
      <familyName>Levy</familyName>
    </creator>
  </creators>
  <titles>
    <title>healthcareai-r v1.0.0</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2017</publicationYear>
  <subjects>
    <subject>healthcare</subject>
    <subject>machine learning</subject>
    <subject>data science</subject>
    <subject>R</subject>
    <subject>data</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2017-09-01</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/999334</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsSupplementTo">https://github.com/HealthCatalyst/healthcareai-r/releases/tag/v1.0.0</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.999328</relatedIdentifier>
  </relatedIdentifiers>
  <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;Added:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Kmeans clustering&lt;/li&gt;
	&lt;li&gt;XGBoost multiclass support&lt;/li&gt;
	&lt;li&gt;findingVariation family of functions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Changed:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Develop step trains and saves models&lt;/li&gt;
	&lt;li&gt;Deploy no longer trains. Loads and predicts on all rows.&lt;/li&gt;
	&lt;li&gt;SQL uses a DBI back end&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Removed:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;testWindowCol is no longer a param.&lt;/li&gt;
	&lt;li&gt;SQL reading/writing is outside model deployment.&lt;/li&gt;
&lt;/ul&gt;</description>
  </descriptions>
</resource>
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