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SVM code for article: Analysis of transcranial magnetic stimulation for object naming with machine learning classification shows reorganisation patterns in tumor patients.

Ziqian Wang; Lucius Samo Fekonja; Felix Dreyer; Peter Vajkoczy; Thomas Picht


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  <identifier identifierType="DOI">10.5281/zenodo.3727664</identifier>
  <creators>
    <creator>
      <creatorName>Ziqian Wang</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-6675-6407</nameIdentifier>
      <affiliation>Charité - University Hospital Berlin</affiliation>
    </creator>
    <creator>
      <creatorName>Lucius Samo Fekonja</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0003-1973-4410</nameIdentifier>
      <affiliation>Charité - University Hospital Berlin</affiliation>
    </creator>
    <creator>
      <creatorName>Felix Dreyer</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0003-1560-8126</nameIdentifier>
      <affiliation>Freie Universität Berlin</affiliation>
    </creator>
    <creator>
      <creatorName>Peter Vajkoczy</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0003-4350-392X</nameIdentifier>
      <affiliation>Charité - University Hospital Berlin</affiliation>
    </creator>
    <creator>
      <creatorName>Thomas Picht</creatorName>
      <affiliation>Charité - University Hospital Berlin</affiliation>
    </creator>
  </creators>
  <titles>
    <title>SVM code for article: Analysis of transcranial magnetic stimulation for object naming with machine learning classification shows reorganisation patterns in tumor patients.</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2020</publicationYear>
  <subjects>
    <subject>SVM</subject>
    <subject>Machine Learning</subject>
    <subject>TMS</subject>
    <subject>Language mapping</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2020-03-26</date>
  </dates>
  <language>en</language>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/3727664</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="Cites" resourceTypeGeneral="Text">https://github.com/faruto/Libsvm-FarutoUltimate-Version/blob/master/Libsvm-FarutoUltimate%20V3.1/matlab-implement%5Bby%20faruto%5D/SVR_test.m</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.3727663</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://zenodo.org/communities/neuroinformatics</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://zenodo.org/communities/zenodo</relatedIdentifier>
  </relatedIdentifiers>
  <version>1.0</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;Here we publish the&amp;nbsp;SVM code used in our&amp;nbsp;&lt;em&gt;analysis of transcranial magnetic stimulation for object naming with machine learning classification shows reorganisation patterns in tumor patients&lt;/em&gt; article.&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;The SVM code is modified after faruto and liyang,&amp;nbsp;&lt;a href="https://github.com/faruto/Libsvm-FarutoUltimate-Version/blob/master/Libsvm-FarutoUltimate%20V3.1/matlab-implement%5Bby%20faruto%5D/SVR_test.m"&gt;Libsvm-FarutoUltimate-Version&lt;/a&gt;.&lt;/p&gt;</description>
    <description descriptionType="Other">The authors acknowledge the support of the Cluster of Excellence Matters of Activity. Image Space Material funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany´s Excellence Strategy – EXC 2025.</description>
  </descriptions>
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