Dataset Open Access

Statistics and Evaluation Data for Publication "Using Supervised Learning to Classify Metadata of Research Data by Discipline of Research"

Tobias Weber; Michael Fromm; Nelson Tavares de Sousa


DCAT Export

<?xml version='1.0' encoding='utf-8'?>
<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:cnt="http://www.w3.org/2011/content#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#">
  <rdf:Description rdf:about="https://doi.org/10.5281/zenodo.3490468">
    <rdf:type rdf:resource="http://www.w3.org/ns/dcat#Dataset"/>
    <dct:type rdf:resource="http://purl.org/dc/dcmitype/Dataset"/>
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://doi.org/10.5281/zenodo.3490468</dct:identifier>
    <foaf:page rdf:resource="https://doi.org/10.5281/zenodo.3490468"/>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0003-1815-7041">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Tobias Weber</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Leibniz Supercomputing Centre</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0002-7244-4191">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Michael Fromm</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Database Systems Group, Ludwig-Maximilians-Universität München</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0003-1866-7156">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Nelson Tavares de Sousa</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Software Engineering Group, Kiel University</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:title>Statistics and Evaluation Data for Publication "Using Supervised Learning to Classify Metadata of Research Data by Discipline of Research"</dct:title>
    <dct:publisher>
      <foaf:Agent>
        <foaf:name>Zenodo</foaf:name>
      </foaf:Agent>
    </dct:publisher>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2019</dct:issued>
    <dcat:keyword>supervised machine learning</dcat:keyword>
    <dcat:keyword>multi-label classification</dcat:keyword>
    <dcat:keyword>research data</dcat:keyword>
    <dcat:keyword>text processing</dcat:keyword>
    <dcat:keyword>data science</dcat:keyword>
    <dcat:keyword>disciplines of research</dcat:keyword>
    <dct:subject>
      <skos:Concept>
        <skos:prefLabel xml:lang="">https://dewey.info/</skos:prefLabel>
        <skos:inScheme>
          <skos:ConceptScheme>
            <dct:title xml:lang="">url</dct:title>
          </skos:ConceptScheme>
        </skos:inScheme>
      </skos:Concept>
    </dct:subject>
    <dct:subject>
      <skos:Concept>
        <skos:prefLabel xml:lang="">https://dewey.info/</skos:prefLabel>
        <skos:inScheme>
          <skos:ConceptScheme>
            <dct:title xml:lang="">url</dct:title>
          </skos:ConceptScheme>
        </skos:inScheme>
      </skos:Concept>
    </dct:subject>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2019-10-15</dct:issued>
    <owl:sameAs rdf:resource="https://zenodo.org/record/3490468"/>
    <adms:identifier>
      <adms:Identifier>
        <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/3490468</skos:notation>
      </adms:Identifier>
    </adms:identifier>
    <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.3490467"/>
    <dct:isPartOf rdf:resource="https://zenodo.org/communities/zenodo"/>
    <dct:description>&lt;p&gt;Automated classification of metadata of research data by their discipline(s) of research can be used in scientometric research, by repository service providers, and in the context of research data aggregation services. Openly available metadata of the DataCite index for research data were used to compile a large training and evaluation set comprised of 609,524 records. This publication contains aggregated data for the paper. It also contains the evaluation data of all model/hyper-parameter training and test runs.&lt;/p&gt;</dct:description>
    <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/>
    <dct:accessRights>
      <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess">
        <rdfs:label>Open Access</rdfs:label>
      </dct:RightsStatement>
    </dct:accessRights>
    <dcat:distribution>
      <dcat:Distribution>
        <dct:license rdf:resource="http://creativecommons.org/licenses/by/4.0/legalcode"/>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.3490468"/>
      </dcat:Distribution>
    </dcat:distribution>
  </rdf:Description>
</rdf:RDF>
544
77
views
downloads
All versions This version
Views 544544
Downloads 7778
Data volume 7.0 MB7.1 MB
Unique views 432432
Unique downloads 7374

Share

Cite as