<?xml version="1.0" encoding="utf-8"?>
<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:hal="http://hal.archives-ouvertes.fr/" xmlns:gml="http://www.opengis.net/gml/3.3/" xmlns:gmlce="http://www.opengis.net/gml/3.3/ce" version="1.1" xsi:schemaLocation="http://www.tei-c.org/ns/1.0 http://api.archives-ouvertes.fr/documents/aofr-sword.xsd">
  <teiHeader>
    <fileDesc>
      <titleStmt>
        <title>HAL TEI export of hal-02471590</title>
      </titleStmt>
      <publicationStmt>
        <distributor>CCSD</distributor>
        <availability status="restricted">
          <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal</licence>
        </availability>
        <date when="2026-05-09T20:44:27+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Combining clusterings in the belief function framework</title>
            <author role="aut">
              <persName>
                <forename type="first">Feng</forename>
                <surname>Li</surname>
              </persName>
              <idno type="idhal" notation="numeric">760669</idno>
              <idno type="halauthorid" notation="string">368210-760669</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-3533-0184</idno>
              <affiliation ref="#struct-334437"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Shoumei</forename>
                <surname>Li</surname>
              </persName>
              <idno type="halauthorid">895709-0</idno>
              <affiliation ref="#struct-334437"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Thierry</forename>
                <surname>Denoeux</surname>
              </persName>
              <email type="md5">723a33714c46049f7203cef2e8ecf03e</email>
              <email type="domain">hds.utc.fr</email>
              <idno type="idhal" notation="string">tdenoeux</idno>
              <idno type="idhal" notation="numeric">2983</idno>
              <idno type="halauthorid" notation="string">3609-2983</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-0660-5436</idno>
              <idno type="IDREF">https://www.idref.fr/058663495</idno>
              <affiliation ref="#struct-389870"/>
              <affiliation ref="#struct-56663"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Thierry</forename>
                <surname>Denoeux</surname>
              </persName>
              <email type="md5">723a33714c46049f7203cef2e8ecf03e</email>
              <email type="domain">hds.utc.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2020-02-08 19:00:27</date>
              <date type="whenModified">2026-02-12 16:54:04</date>
              <date type="whenReleased">2020-02-11 11:04:46</date>
              <date type="whenProduced">2020-07</date>
              <date type="whenEndEmbargoed">2020-02-08</date>
              <ref type="file" target="https://hal.science/hal-02471590v1/document">
                <date notBefore="2020-02-08"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-02471590v1/file/Evidential_Clustering_submitted_v2.pdf" id="file-2471590-2350365">
                <date notBefore="2020-02-08"/>
              </ref>
              <ref type="externalLink" target="https://doi.org/10.1016/j.array.2020.100018"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="136939">
                <persName>
                  <forename>Thierry</forename>
                  <surname>Denoeux</surname>
                </persName>
                <email type="md5">723a33714c46049f7203cef2e8ecf03e</email>
                <email type="domain">hds.utc.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-02471590</idno>
            <idno type="halUri">https://hal.science/hal-02471590</idno>
            <idno type="halBibtex">li:hal-02471590</idno>
            <idno type="halRefHtml">&lt;i&gt;Array&lt;/i&gt;, 2020, 6, pp.100018. &lt;a target="_blank" href="https://dx.doi.org/10.1016/j.array.2020.100018"&gt;&amp;#x27E8;10.1016/j.array.2020.100018&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">Array, 2020, 6, pp.100018. &amp;#x27E8;10.1016/j.array.2020.100018&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-2471590-2350365"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-COMPIEGNE">Université de Technologie de Compiègne</idno>
            <idno type="stamp" n="HEUDIASYC" corresp="UNIV-COMPIEGNE">Laboratoire HEUDIASYC - Heuristique et Diagnostic des Systèmes Complexes</idno>
            <idno type="stamp" n="HDS_CID" corresp="HEUDIASYC">Connaissances, Incertitudes et Données </idno>
            <idno type="stamp" n="ALLIANCE-SU"> Alliance Sorbonne Université</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Combining clusterings in the belief function framework</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Feng</forename>
                    <surname>Li</surname>
                  </persName>
                  <idno type="idhal" notation="numeric">760669</idno>
                  <idno type="halauthorid" notation="string">368210-760669</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-3533-0184</idno>
                  <affiliation ref="#struct-334437"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Shoumei</forename>
                    <surname>Li</surname>
                  </persName>
                  <idno type="halauthorid">895709-0</idno>
                  <affiliation ref="#struct-334437"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Thierry</forename>
                    <surname>Denoeux</surname>
                  </persName>
                  <email type="md5">723a33714c46049f7203cef2e8ecf03e</email>
                  <email type="domain">hds.utc.fr</email>
                  <idno type="idhal" notation="string">tdenoeux</idno>
                  <idno type="idhal" notation="numeric">2983</idno>
                  <idno type="halauthorid" notation="string">3609-2983</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-0660-5436</idno>
                  <idno type="IDREF">https://www.idref.fr/058663495</idno>
                  <affiliation ref="#struct-389870"/>
                  <affiliation ref="#struct-56663"/>
                </author>
              </analytic>
              <monogr>
                <idno type="localRef">7</idno>
                <idno type="halJournalId" status="VALID">149734</idno>
                <idno type="issn">2590-0056</idno>
                <title level="j">Array</title>
                <imprint>
                  <publisher>Elsevier</publisher>
                  <biblScope unit="volume">6</biblScope>
                  <biblScope unit="pp">100018</biblScope>
                  <date type="datePub">2020-07</date>
                </imprint>
              </monogr>
              <idno type="doi">10.1016/j.array.2020.100018</idno>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Clustering ensemble</term>
                <term xml:lang="en">Belief functions</term>
                <term xml:lang="en">Evidence theory</term>
                <term xml:lang="en">Intuitionistic fuzzy relation</term>
              </keywords>
              <classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
              <classCode scheme="halTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halOldTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halTreeTypology" n="ART">Journal articles</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>In this paper, we propose a clustering ensemble method based on Dempster-Shafer Theory. In the first step, base partitions are generated by evidential clustering algorithms such as the evidential c-means or EVCLUS. Base credal partitions are then converted to their relational representations, which are combined by averaging. The combined relational representation is then made transitive using the theory of intuitionistic fuzzy relations. Finally, the consensus solution is obtained by minimizing an error function. Experiments with simulated and real datasets show the good performances of this method.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="institution" xml:id="struct-334437" status="VALID">
          <idno type="ISNI">0000 0000 9040 3743</idno>
          <idno type="ROR">https://ror.org/037b1pp87</idno>
          <orgName>Beijing University of Technology</orgName>
          <orgName type="acronym">BJUT</orgName>
          <desc>
            <address>
              <addrLine>Beijing 100124</addrLine>
              <country key="CN"/>
            </address>
            <ref type="url">https://english.bjut.edu.cn</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-389870" status="VALID">
          <idno type="IdRef">110410807</idno>
          <idno type="ISNI">0000 0004 0452 2471</idno>
          <idno type="RNSR">201220263C</idno>
          <idno type="ROR">https://ror.org/0075hvk77</idno>
          <orgName>Heuristique et Diagnostic des Systèmes Complexes [Compiègne]</orgName>
          <orgName type="acronym">Heudiasyc</orgName>
          <desc>
            <address>
              <addrLine>UTC, CS 60319 - 57 avenue de Landshut - 60203 Compiègne cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.hds.utc.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-93027" type="direct"/>
            <relation name="UMR7253" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-56663" status="VALID">
          <idno type="IdRef">03442945X</idno>
          <idno type="ISNI">0000000119314817</idno>
          <idno type="ROR">https://ror.org/055khg266</idno>
          <idno type="Wikidata">Q1665127</idno>
          <orgName>Institut universitaire de France</orgName>
          <orgName type="acronym">IUF</orgName>
          <desc>
            <address>
              <addrLine>Maison des Universités 103 Boulevard Saint-Michel 75005 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://iuf.amue.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301855" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-93027" status="VALID">
          <idno type="ROR">https://ror.org/04y5kwa70</idno>
          <orgName>Université de Technologie de Compiègne</orgName>
          <orgName type="acronym">UTC</orgName>
          <desc>
            <address>
              <addrLine>Université de Technologie de Compiègne - rue du Docteur Schweitzer- CS 60319 - 60203 Compiègne Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.utc.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-301855" status="VALID">
          <orgName>Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche</orgName>
          <orgName type="acronym">M.E.N.E.S.R.</orgName>
          <desc>
            <address>
              <addrLine>1 rue Descartes - 75231 Paris cedex 05</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>