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Title:           Efficient Code Region Characterization Through Automatic Performance Counters Reduction Using Machine Learning Techniques
Subject:         Euro-Par 2024: Parallel Processing, doi:10.1007/978-3-031-69577-3_2
Keywords:        Performance Counters; Automatic Dimension Reduction; Machine Learning Ensembles; Parallel Region Classification
Author:          Suren Harutyunyan 
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      Title: Efficient Code Region Characterization Through Automatic Performance Counters Reduction Using Machine Learning Techniques
      Destination: chapter.2
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       Item: 
        Title: 1 Introduction
        Destination: section.2.1
       Item: 
        Title: 2 Motivation
        Destination: section.2.2
       Item: 
        Title: 3 Supervised Machine Learning Algorithms
        Destination: section.2.3
       Item: 
        Title: 4 Performance Counters Reduction Using ML Ensembles
        Destination: section.2.4
       Item: 
        Title: 5 Evaluation
        Destination: section.2.5
        Children: 
         Item: 
          Title: 5.1 Comparison with PCA and Correlation-Based Methodology
          Destination: subsection.2.5.1
         Item: 
          Title: 5.2 Comprehensive Dataset of OpenMP Regions
          Destination: subsection.2.5.2
         Item: 
          Title: 5.3 Applying the Methodology for Characterizing GPU Kernels
          Destination: subsection.2.5.3
       Item: 
        Title: 6 Related Work
        Destination: section.2.6
       Item: 
        Title: 7 Conclusions and Future Work
        Destination: section.2.7
       Item: 
        Title: References
        Destination: section*.5
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                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Mirrors crossmark:CrosMarkDomains</pdfaProperty:description>
                           <pdfaProperty:name>CrossMarkDomains</pdfaProperty:name>
                           <pdfaProperty:valueType>seq Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>A name object indicating whether the document has been modified to include trapping information</pdfaProperty:description>
                           <pdfaProperty:name>robots</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>ID of PDF/X standard</pdfaProperty:description>
                           <pdfaProperty:name>GTS_PDFXVersion</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Conformance level of PDF/X standard</pdfaProperty:description>
                           <pdfaProperty:name>GTS_PDFXConformance</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Company creating the PDF</pdfaProperty:description>
                           <pdfaProperty:name>Company</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Date when document was last modified</pdfaProperty:description>
                           <pdfaProperty:name>SourceModified</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
               </rdf:li>
               <rdf:li rdf:parseType="Resource">
                  <pdfaSchema:namespaceURI>http://crossref.org/crossmark/1.0/</pdfaSchema:namespaceURI>
                  <pdfaSchema:prefix>crossmark</pdfaSchema:prefix>
                  <pdfaSchema:schema>Crossmark Schema</pdfaSchema:schema>
                  <pdfaSchema:property>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Usual same as prism:doi</pdfaProperty:description>
                           <pdfaProperty:name>DOI</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>The date when a publication was published.</pdfaProperty:description>
                           <pdfaProperty:name>MajorVersionDate</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>CrossmarkDomainExclusive</pdfaProperty:description>
                           <pdfaProperty:name>CrossmarkDomainExclusive</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>CrossMarkDomains</pdfaProperty:description>
                           <pdfaProperty:name>CrossMarkDomains</pdfaProperty:name>
                           <pdfaProperty:valueType>seq Text</pdfaProperty:valueType>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
               </rdf:li>
               <rdf:li rdf:parseType="Resource">
                  <pdfaSchema:namespaceURI>http://prismstandard.org/namespaces/basic/2.0/</pdfaSchema:namespaceURI>
                  <pdfaSchema:prefix>prism</pdfaSchema:prefix>
                  <pdfaSchema:schema>Prism Schema</pdfaSchema:schema>
                  <pdfaSchema:property>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>This element provides the url for an article or unit of content. \nThe attribute platform is optionally allowed for situations in which multiple URLs must be specified. PRISM recommends that a subset of the PCV platform values, namely “mobile” and “web”, be used in conjunction with this element. \nNOTE: PRISM recommends against the use of the #other value allowed in the PRISM Platform controlled vocabulary. In lieu of using #other please reach out to the PRISM group at prism-wg@yahoogroups.com to request addition of your term to the Platform Controlled Vocabulary. \n</pdfaProperty:description>
                           <pdfaProperty:name>url</pdfaProperty:name>
                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>The Digital Object Identifier for the article.\nThe DOI may also be used as the dc:identifier. If used as a dc:identifier, the URI form should be captured, and the bare identifier should also be captured using prism:doi. If an alternate unique identifier is used as the required dc:identifier, then the DOI should be specified as a bare identifier within prism:doi only. \nIf the URL associated with a DOI is to be specified, then prism:url may be used in conjunction with prism:doi in order to provide the service endpoint (i.e. the URL). \n</pdfaProperty:description>
                           <pdfaProperty:name>doi</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>ISSN for an electronic version of the issue in which the resource occurs. \nPermits publishers to include a second ISSN, identifying an electronic version of the issue in which the resource occurs (therefore e(lectronic)Issn. If used, prism:eIssn MUST contain the ISSN of the electronic version.</pdfaProperty:description>
                           <pdfaProperty:name>issn</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>The aggregation type specifies the unit of aggregation for a content collection. \nComment \nPRISM recommends that the PRISM Aggregation Type Controlled Vocabulary be used to provide values for this element. \nNote: PRISM recommends against the use of the #other value currently allowed in this controlled vocabulary. In lieu of using #other please reach out to the PRISM group at info@prismstandard.org to request addition of your term to the Aggregation Type Controlled Vocabulary. \n\n</pdfaProperty:description>
                           <pdfaProperty:name>aggregationType</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Title of the magazine, or other publication, in which a resource was/will be published. \nTypically this will be used to provide the name of the magazine an article appeared in as metadata for the article, along with information such as the article title, the publisher, volume, number, and cover date. \n\nNote: Publication name can be used to differentiate between a print magazine and the online version if the names are different such as “magazine” and “magazine.com.” \n</pdfaProperty:description>
                           <pdfaProperty:name>publicationName</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Copyright</pdfaProperty:description>
                           <pdfaProperty:name>copyright</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
               </rdf:li>
               <rdf:li rdf:parseType="Resource">
                  <pdfaSchema:namespaceURI>http://ns.adobe.com/pdf/1.3/</pdfaSchema:namespaceURI>
                  <pdfaSchema:prefix>pdf</pdfaSchema:prefix>
                  <pdfaSchema:schema>Adobe PDF Schema</pdfaSchema:schema>
                  <pdfaSchema:property>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>A name object indicating whether the document has been modified to include trapping information</pdfaProperty:description>
                           <pdfaProperty:name>Trapped</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
               </rdf:li>
               <rdf:li rdf:parseType="Resource">
                  <pdfaSchema:namespaceURI>http://ns.adobe.com/xap/1.0/mm/</pdfaSchema:namespaceURI>
                  <pdfaSchema:prefix>xmpMM</pdfaSchema:prefix>
                  <pdfaSchema:schema>XMP Media Management Schema</pdfaSchema:schema>
                  <pdfaSchema:property>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>UUID based identifier for specific incarnation of a document</pdfaProperty:description>
                           <pdfaProperty:name>InstanceID</pdfaProperty:name>
                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>The common identifier for all versions and renditions of a document.</pdfaProperty:description>
                           <pdfaProperty:name>DocumentID</pdfaProperty:name>
                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>The common identifier for all versions and renditions of a document.</pdfaProperty:description>
                           <pdfaProperty:name>OriginalDocumentID</pdfaProperty:name>
                           <pdfaProperty:valueType>URI</pdfaProperty:valueType>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
               </rdf:li>
               <rdf:li rdf:parseType="Resource">
                  <pdfaSchema:namespaceURI>http://www.aiim.org/pdfa/ns/id/</pdfaSchema:namespaceURI>
                  <pdfaSchema:prefix>pdfaid</pdfaSchema:prefix>
                  <pdfaSchema:schema>PDF/A ID Schema</pdfaSchema:schema>
                  <pdfaSchema:property>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Part of PDF/A standard</pdfaProperty:description>
                           <pdfaProperty:name>part</pdfaProperty:name>
                           <pdfaProperty:valueType>Integer</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Amendment of PDF/A standard</pdfaProperty:description>
                           <pdfaProperty:name>amd</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:category>internal</pdfaProperty:category>
                           <pdfaProperty:description>Conformance level of PDF/A standard</pdfaProperty:description>
                           <pdfaProperty:name>conformance</pdfaProperty:name>
                           <pdfaProperty:valueType>Text</pdfaProperty:valueType>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
               </rdf:li>
               <rdf:li rdf:parseType="Resource">
                  <pdfaSchema:schema>Springer Nature ORCID Schema</pdfaSchema:schema>
                  <pdfaSchema:namespaceURI>http://springernature.com/ns/xmpExtensions/2.0/</pdfaSchema:namespaceURI>
                  <pdfaSchema:prefix>sn</pdfaSchema:prefix>
                  <pdfaSchema:property>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:name>authorInfo</pdfaProperty:name>
                           <pdfaProperty:valueType>Bag AuthorInformation</pdfaProperty:valueType>
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Author information: contains the name of each author and his/her ORCiD (ORCiD: Open Researcher and Contributor ID). An ORCiD is a persistent identifier (a non-proprietary alphanumeric code) to uniquely identify scientific and other academic authors.</pdfaProperty:description>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:name>editorInfo</pdfaProperty:name>
                           <pdfaProperty:valueType>Bag EditorInformation</pdfaProperty:valueType>
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Editor information: contains the name of each editor and his/her ORCID identifier.</pdfaProperty:description>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaProperty:name>seriesEditorInfo</pdfaProperty:name>
                           <pdfaProperty:valueType>Bag EditorInformation</pdfaProperty:valueType>
                           <pdfaProperty:category>external</pdfaProperty:category>
                           <pdfaProperty:description>Series editor information: contains the name of each series editor and his/her ORCID identifier.</pdfaProperty:description>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:property>
                  <pdfaSchema:valueType>
                     <rdf:Seq>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaType:type>AuthorInformation</pdfaType:type>
                           <pdfaType:namespaceURI>http://springernature.com/ns/xmpExtensions/2.0/authorinfo/</pdfaType:namespaceURI>
                           <pdfaType:prefix>author</pdfaType:prefix>
                           <pdfaType:description>Specifies the types of author information: name and ORCID of an author.</pdfaType:description>
                           <pdfaType:field>
                              <rdf:Seq>
                                 <rdf:li rdf:parseType="Resource">
                                    <pdfaField:name>name</pdfaField:name>
                                    <pdfaField:valueType>Text</pdfaField:valueType>
                                    <pdfaField:description>Gives the name of an author.</pdfaField:description>
                                 </rdf:li>
                                 <rdf:li rdf:parseType="Resource">
                                    <pdfaField:name>orcid</pdfaField:name>
                                    <pdfaField:valueType>URI</pdfaField:valueType>
                                    <pdfaField:description>Gives the ORCID of an author.</pdfaField:description>
                                 </rdf:li>
                              </rdf:Seq>
                           </pdfaType:field>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaType:type>EditorInformation</pdfaType:type>
                           <pdfaType:namespaceURI>http://springernature.com/ns/xmpExtensions/2.0/editorInfo/</pdfaType:namespaceURI>
                           <pdfaType:prefix>editor</pdfaType:prefix>
                           <pdfaType:description>Specifies the types of editor information: name and ORCID of an editor.</pdfaType:description>
                           <pdfaType:field>
                              <rdf:Seq>
                                 <rdf:li rdf:parseType="Resource">
                                    <pdfaField:name>name</pdfaField:name>
                                    <pdfaField:valueType>Text</pdfaField:valueType>
                                    <pdfaField:description>Gives the name of an editor.</pdfaField:description>
                                 </rdf:li>
                                 <rdf:li rdf:parseType="Resource">
                                    <pdfaField:name>orcid</pdfaField:name>
                                    <pdfaField:valueType>URI</pdfaField:valueType>
                                    <pdfaField:description>Gives the ORCID of an editor.</pdfaField:description>
                                 </rdf:li>
                              </rdf:Seq>
                           </pdfaType:field>
                        </rdf:li>
                        <rdf:li rdf:parseType="Resource">
                           <pdfaType:type>SeriesEditorInformation</pdfaType:type>
                           <pdfaType:namespaceURI>http://springernature.com/ns/xmpExtensions/2.0/seriesEditorInfo/</pdfaType:namespaceURI>
                           <pdfaType:prefix>seriesEditor</pdfaType:prefix>
                           <pdfaType:description>Specifies the types of series editor information: name and ORCID of a series editor.</pdfaType:description>
                           <pdfaType:field>
                              <rdf:Seq>
                                 <rdf:li rdf:parseType="Resource">
                                    <pdfaField:name>name</pdfaField:name>
                                    <pdfaField:valueType>Text</pdfaField:valueType>
                                    <pdfaField:description>Gives the name of a series editor.</pdfaField:description>
                                 </rdf:li>
                                 <rdf:li rdf:parseType="Resource">
                                    <pdfaField:name>orcid</pdfaField:name>
                                    <pdfaField:valueType>URI</pdfaField:valueType>
                                    <pdfaField:description>Gives the ORCID of a series editor.</pdfaField:description>
                                 </rdf:li>
                              </rdf:Seq>
                           </pdfaType:field>
                        </rdf:li>
                     </rdf:Seq>
                  </pdfaSchema:valueType>
               </rdf:li>
            </rdf:Bag>
         </pdfaExtension:schemas>
      </rdf:Description>
   </rdf:RDF>
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   Type: CRC32
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   Type: MD5
  Checksum: 1e71e0a4e510234a1d0682a07d4531effee99637
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