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Defect Cause Modeling with Decision Tree and Regression Analysis

Bakir, B.; Batmaz, I.; Gunturkun, F. A.; Ipekci, T. A.; Koksal, G.; Ozdemirel, N. E.


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  <identifier identifierType="URL">https://aperta.ulakbim.gov.tr/record/39853</identifier>
  <creators>
    <creator>
      <creatorName>Bakir, B.</creatorName>
      <givenName>B.</givenName>
      <familyName>Bakir</familyName>
      <affiliation>Middle E Tech Univ, Inst Informat, Dept Informat Syst, TR-06531 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Batmaz, I.</creatorName>
      <givenName>I.</givenName>
      <familyName>Batmaz</familyName>
      <affiliation>Middle E Tech Univ, Dept Informat Syst, TR-06531 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Gunturkun, F. A.</creatorName>
      <givenName>F. A.</givenName>
      <familyName>Gunturkun</familyName>
      <affiliation>Natl Product Ctr, TR-06531 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Ipekci, T. A.</creatorName>
      <givenName>T. A.</givenName>
      <familyName>Ipekci</familyName>
      <affiliation>Turkish Gen Staff, Sci Decis Support Ctr, TR-06550 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Koksal, G.</creatorName>
      <givenName>G.</givenName>
      <familyName>Koksal</familyName>
      <affiliation>Middle E Tech Univ, Dept Ind Engn, TR-06531 Ankara, Turkey</affiliation>
    </creator>
    <creator>
      <creatorName>Ozdemirel, N. E.</creatorName>
      <givenName>N. E.</givenName>
      <familyName>Ozdemirel</familyName>
      <affiliation>Middle E Tech Univ, Dept Ind Engn, TR-06531 Ankara, Turkey</affiliation>
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  <titles>
    <title>Defect Cause Modeling With Decision Tree And Regression Analysis</title>
  </titles>
  <publisher>Aperta</publisher>
  <publicationYear>2006</publicationYear>
  <dates>
    <date dateType="Issued">2006-01-01</date>
  </dates>
  <resourceType resourceTypeGeneral="Text">Conference paper</resourceType>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://aperta.ulakbim.gov.tr/record/39853</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.81043/aperta.39852</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsIdenticalTo">10.81043/aperta.39853</relatedIdentifier>
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  <rightsList>
    <rights rightsURI="http://www.opendefinition.org/licenses/cc-by">Creative Commons Attribution</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">The main aim of this study is to identify the most influential variables that cause defects on the items produced by a casting company located in Turkey. To this end, one of the items produced by the company with high defective percentage rates is selected. Two approaches-the regression analysis and decision trees-are used to model the relationship between process parameters and defect types. Although logistic regression models failed, decision tree model gives meaningful results. Based on these results, it can be claimed that the decision tree approach is a promising technique for determining the most important process variables.</description>
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