<?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-04635057</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="2026-04-27T02:03:04+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Similarity Measures Recommendation for Mixed Data Clustering</title>
            <author role="aut">
              <persName>
                <forename type="first">Abdoulaye</forename>
                <surname>Diop</surname>
              </persName>
              <email type="md5">3ec6773cba28bb55d57909aa67fc3386</email>
              <email type="domain">gmail.com</email>
              <idno type="idhal" notation="string">abdoulaye-diop</idno>
              <idno type="idhal" notation="numeric">1145918</idno>
              <idno type="halauthorid" notation="string">1564088-1145918</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-6428-0038</idno>
              <idno type="IDREF">https://www.idref.fr/292651295</idno>
              <affiliation ref="#struct-1062223"/>
              <affiliation ref="#struct-402019"/>
              <affiliation ref="#struct-116256"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Nabil</forename>
                <surname>El Malki</surname>
              </persName>
              <email type="md5">c234328c4cca616a0d5c2f27002cc1ea</email>
              <email type="domain">irit.fr</email>
              <idno type="idhal" notation="numeric">1095087</idno>
              <idno type="halauthorid" notation="string">1799882-1095087</idno>
              <idno type="IDREF">https://www.idref.fr/24227143X</idno>
              <affiliation ref="#struct-402019"/>
              <affiliation ref="#struct-81148"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Max</forename>
                <surname>Chevalier</surname>
              </persName>
              <email type="md5">6d3dd62c8fab358ce62936e5bf9888eb</email>
              <email type="domain">irit.fr</email>
              <idno type="idhal" notation="string">max-chevalier</idno>
              <idno type="idhal" notation="numeric">735509</idno>
              <idno type="halauthorid" notation="string">16768-735509</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-5402-6255</idno>
              <idno type="IDREF">https://www.idref.fr/069989699</idno>
              <affiliation ref="#struct-402019"/>
              <affiliation ref="#struct-301366"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">André</forename>
                <surname>Péninou</surname>
              </persName>
              <email type="md5">8ecd27232dedbc2ddf6aa67d58259f1e</email>
              <email type="domain">irit.fr</email>
              <idno type="idhal" notation="string">andre-peninou</idno>
              <idno type="idhal" notation="numeric">735274</idno>
              <idno type="halauthorid" notation="string">20014-735274</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-6387-0079</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=TyTXtVkAAAAJ&amp;hl=fr&amp;oi=ao</idno>
              <idno type="IDREF">https://www.idref.fr/068943075</idno>
              <affiliation ref="#struct-402019"/>
              <affiliation ref="#struct-116256"/>
              <affiliation ref="#struct-301231"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Geoffrey</forename>
                <surname>Roman-Jimenez</surname>
              </persName>
              <email type="md5">4e0d81b3386ce2b3206fae7a32c793ac</email>
              <email type="domain">univ.rennes1.fr</email>
              <idno type="idhal" notation="numeric">1089828</idno>
              <idno type="halauthorid" notation="string">779682-1089828</idno>
              <idno type="IDREF">https://www.idref.fr/197283527</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-2355-5901</idno>
              <affiliation ref="#struct-1062223"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Olivier</forename>
                <surname>Teste</surname>
              </persName>
              <email type="md5">c88c9779b8539d22b8a6920e97c8244a</email>
              <email type="domain">irit.fr</email>
              <idno type="idhal" notation="string">olivier-teste</idno>
              <idno type="idhal" notation="numeric">117280</idno>
              <idno type="halauthorid" notation="string">51109-117280</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/C-6850-2012</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-0338-9886</idno>
              <idno type="ISNI">http://isni.org/isni/0000000009251819</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
              <idno type="IDREF">https://www.idref.fr/076013286</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/C-6850-2012</idno>
              <affiliation ref="#struct-402019"/>
              <affiliation ref="#struct-116256"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Olivier</forename>
                <surname>Teste</surname>
              </persName>
              <email type="md5">c88c9779b8539d22b8a6920e97c8244a</email>
              <email type="domain">irit.fr</email>
              <idno type="idhal" notation="string">olivier-teste</idno>
              <idno type="idhal" notation="numeric">117280</idno>
              <idno type="halauthorid" notation="string">51109-117280</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/C-6850-2012</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-0338-9886</idno>
              <idno type="ISNI">http://isni.org/isni/0000000009251819</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
              <idno type="IDREF">https://www.idref.fr/076013286</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/C-6850-2012</idno>
              <affiliation ref="#struct-402019"/>
              <affiliation ref="#struct-116256"/>
              <affiliation ref="#struct-301231"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Abdoulaye</forename>
                <surname>DIOP</surname>
              </persName>
              <email type="md5">3ec6773cba28bb55d57909aa67fc3386</email>
              <email type="domain">gmail.com</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2024-07-11 13:15:49</date>
              <date type="whenModified">2026-02-09 16:46:13</date>
              <date type="whenReleased">2024-07-11 16:38:41</date>
              <date type="whenProduced">2024-07-10</date>
              <date type="whenEndEmbargoed">2024-07-11</date>
              <ref type="file" target="https://hal.science/hal-04635057v1/document">
                <date notBefore="2024-07-11"/>
              </ref>
              <ref type="file" subtype="publisherPaid" n="1" target="https://hal.science/hal-04635057v1/file/ssdbm2024-14.pdf" id="file-4635057-4031510">
                <date notBefore="2024-07-11"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="1041092">
                <persName>
                  <forename>Abdoulaye</forename>
                  <surname>DIOP</surname>
                </persName>
                <email type="md5">3ec6773cba28bb55d57909aa67fc3386</email>
                <email type="domain">gmail.com</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-04635057</idno>
            <idno type="halUri">https://hal.science/hal-04635057</idno>
            <idno type="halBibtex">diop:hal-04635057</idno>
            <idno type="halRefHtml">&lt;i&gt;36th International Conference on Scientific and Statistical Database Management (SSDBM 2024)&lt;/i&gt;, Jul 2024, Rennes, France. &lt;a target="_blank" href="https://dx.doi.org/10.1145/3676288.3676302"&gt;&amp;#x27E8;10.1145/3676288.3676302&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">36th International Conference on Scientific and Statistical Database Management (SSDBM 2024), Jul 2024, Rennes, France. &amp;#x27E8;10.1145/3676288.3676302&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0 - Attribution<ref corresp="#file-4635057-4031510"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="UNIV-TLSE2">Université Toulouse 2</idno>
            <idno type="stamp" n="UNIV-TLSE3">Université de Toulouse</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UT1-CAPITOLE">Université Toulouse 1 Capitole</idno>
            <idno type="stamp" n="IRIT">IRIT - Institut de Recherche en Informatique de Toulouse</idno>
            <idno type="stamp" n="IRIT-SIG" corresp="IRIT">Systèmes d’Informations Généralisées</idno>
            <idno type="stamp" n="IUT-BLAGNAC" corresp="UNIV-TLSE2">IUT Blagnac</idno>
            <idno type="stamp" n="IRIT-GD" corresp="IRIT">Gestion des Données</idno>
            <idno type="stamp" n="IRIT-UT1C">IRIT - Université Toulouse 1 Capitole</idno>
            <idno type="stamp" n="IRIT-UT2J">IRIT - Université Toulouse Jean Jaurès</idno>
            <idno type="stamp" n="IRIT-UT3">IRIT - Université Toulouse III Paul Sabatier</idno>
            <idno type="stamp" n="TOULOUSE-INP">Toulouse - INP</idno>
            <idno type="stamp" n="UNIV-UT3">Université Toulouse 3</idno>
            <idno type="stamp" n="UT3-INP">Université de Toulouse / Toulouse INP</idno>
            <idno type="stamp" n="UT3-TOULOUSEINP">Université de Toulouse / Toulouse INP</idno>
            <idno type="stamp" n="IUT_UT3">IUT Paul Sabatier</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="invited" n="0">No</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
            <note type="proceedings" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Similarity Measures Recommendation for Mixed Data Clustering</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Abdoulaye</forename>
                    <surname>Diop</surname>
                  </persName>
                  <email type="md5">3ec6773cba28bb55d57909aa67fc3386</email>
                  <email type="domain">gmail.com</email>
                  <idno type="idhal" notation="string">abdoulaye-diop</idno>
                  <idno type="idhal" notation="numeric">1145918</idno>
                  <idno type="halauthorid" notation="string">1564088-1145918</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-6428-0038</idno>
                  <idno type="IDREF">https://www.idref.fr/292651295</idno>
                  <affiliation ref="#struct-1062223"/>
                  <affiliation ref="#struct-402019"/>
                  <affiliation ref="#struct-116256"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Nabil</forename>
                    <surname>El Malki</surname>
                  </persName>
                  <email type="md5">c234328c4cca616a0d5c2f27002cc1ea</email>
                  <email type="domain">irit.fr</email>
                  <idno type="idhal" notation="numeric">1095087</idno>
                  <idno type="halauthorid" notation="string">1799882-1095087</idno>
                  <idno type="IDREF">https://www.idref.fr/24227143X</idno>
                  <affiliation ref="#struct-402019"/>
                  <affiliation ref="#struct-81148"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Max</forename>
                    <surname>Chevalier</surname>
                  </persName>
                  <email type="md5">6d3dd62c8fab358ce62936e5bf9888eb</email>
                  <email type="domain">irit.fr</email>
                  <idno type="idhal" notation="string">max-chevalier</idno>
                  <idno type="idhal" notation="numeric">735509</idno>
                  <idno type="halauthorid" notation="string">16768-735509</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-5402-6255</idno>
                  <idno type="IDREF">https://www.idref.fr/069989699</idno>
                  <affiliation ref="#struct-402019"/>
                  <affiliation ref="#struct-301366"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">André</forename>
                    <surname>Péninou</surname>
                  </persName>
                  <email type="md5">8ecd27232dedbc2ddf6aa67d58259f1e</email>
                  <email type="domain">irit.fr</email>
                  <idno type="idhal" notation="string">andre-peninou</idno>
                  <idno type="idhal" notation="numeric">735274</idno>
                  <idno type="halauthorid" notation="string">20014-735274</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-6387-0079</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=TyTXtVkAAAAJ&amp;hl=fr&amp;oi=ao</idno>
                  <idno type="IDREF">https://www.idref.fr/068943075</idno>
                  <affiliation ref="#struct-402019"/>
                  <affiliation ref="#struct-116256"/>
                  <affiliation ref="#struct-301231"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Geoffrey</forename>
                    <surname>Roman-Jimenez</surname>
                  </persName>
                  <email type="md5">4e0d81b3386ce2b3206fae7a32c793ac</email>
                  <email type="domain">univ.rennes1.fr</email>
                  <idno type="idhal" notation="numeric">1089828</idno>
                  <idno type="halauthorid" notation="string">779682-1089828</idno>
                  <idno type="IDREF">https://www.idref.fr/197283527</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-2355-5901</idno>
                  <affiliation ref="#struct-1062223"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Olivier</forename>
                    <surname>Teste</surname>
                  </persName>
                  <email type="md5">c88c9779b8539d22b8a6920e97c8244a</email>
                  <email type="domain">irit.fr</email>
                  <idno type="idhal" notation="string">olivier-teste</idno>
                  <idno type="idhal" notation="numeric">117280</idno>
                  <idno type="halauthorid" notation="string">51109-117280</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/C-6850-2012</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-0338-9886</idno>
                  <idno type="ISNI">http://isni.org/isni/0000000009251819</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
                  <idno type="IDREF">https://www.idref.fr/076013286</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/C-6850-2012</idno>
                  <affiliation ref="#struct-402019"/>
                  <affiliation ref="#struct-116256"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Olivier</forename>
                    <surname>Teste</surname>
                  </persName>
                  <email type="md5">c88c9779b8539d22b8a6920e97c8244a</email>
                  <email type="domain">irit.fr</email>
                  <idno type="idhal" notation="string">olivier-teste</idno>
                  <idno type="idhal" notation="numeric">117280</idno>
                  <idno type="halauthorid" notation="string">51109-117280</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/C-6850-2012</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-0338-9886</idno>
                  <idno type="ISNI">http://isni.org/isni/0000000009251819</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=cbPGlwUAAAAJ&amp;hl=fr</idno>
                  <idno type="IDREF">https://www.idref.fr/076013286</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/C-6850-2012</idno>
                  <affiliation ref="#struct-402019"/>
                  <affiliation ref="#struct-116256"/>
                  <affiliation ref="#struct-301231"/>
                </author>
              </analytic>
              <monogr>
                <idno type="isbn">979-8-4007-1020-9</idno>
                <title level="m">SSDBM '24: Proceedings of the 36th International Conference on Scientific and Statistical Database Management</title>
                <meeting>
                  <title>36th International Conference on Scientific and Statistical Database Management (SSDBM 2024)</title>
                  <date type="start">2024-07-10</date>
                  <date type="end">2024-07-12</date>
                  <settlement>Rennes</settlement>
                  <country key="FR">France</country>
                </meeting>
                <imprint>
                  <publisher>ACM: Association for Computing Machinery</publisher>
                </imprint>
              </monogr>
              <idno type="doi">10.1145/3676288.3676302</idno>
              <ref type="publisher">https://ssdbm.org/2024/</ref>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Similarity Measures Recommendation</term>
                <term xml:lang="en">Mixed Data Clustering</term>
                <term xml:lang="en">Meta-Learning</term>
                <term xml:lang="en">Information Systems</term>
              </keywords>
              <classCode scheme="halDomain" n="stat.ml">Statistics [stat]/Machine Learning [stat.ML]</classCode>
              <classCode scheme="halTypology" n="COMM">Conference papers</classCode>
              <classCode scheme="halOldTypology" n="COMM">Conference papers</classCode>
              <classCode scheme="halTreeTypology" n="COMM">Conference papers</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>Clustering is an important data mining task which is widely spread in various domains such as biology, finance, marketing, healthcare, and social sciences. It allows the end user to discover, through built clusters, relationships within data. Many non-expert users perceive clustering as an "easy" task because it always produces a result. However, choosing a clustering algorithm at random, without proper parameter tuning, often leads to poor results.In particular, an important choice when applying a clustering algorithm to a specific dataset is the similarity measure. Since clustering algorithms rely on similarities between data points to build clusters, the chosen similarity measure should fit the data as accurately as possible in order to form the best clusters. Mixed Data are data that are characterized by numerical as well as categorical attributes. When clustering mixed data, the same similarity measure cannot be used for the two attribute types. Commonly a pair of similarity measures is used, one dedicated to numerical attributes and one dedicated to categorical attributes. The choice of these two most appropriate similarity measures is very important in mixed data, as it significantly affects the clustering performance.In this paper, we challenge to recommend the best pairs of similarity measures to end-users, regardless of their experience, when applying a specific clustering algorithm to a mixed dataset to maximize a specific performance measure. The proposed recommendation process relies on knowledge extracted from a meta-model built by an automated machine learning (AutoML) approach. To evaluate the relevance of the recommendation process, experiments are conducted with two well-known clustering algorithms: K-Prototypes and Hierarchical Clustering. Our results show that the recommendations can positively help users select the most appropriate pairs of similarity measures depending on their use cases (i.e. clustering algorithm, dataset, and performance measure). These recommendations outperform the traditionally used similarity measures in the literature, particularly for datasets where the choice of the similarity measures has a significant impact.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="institution" xml:id="struct-1062223" status="VALID">
          <orgName>SolutionData Group : Architecte de données</orgName>
          <orgName type="acronym">SolutionData</orgName>
          <date type="start">2007-01-01</date>
          <desc>
            <address>
              <addrLine>52 rue Jacques Babinet 31100 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://solutiondata.fr/</ref>
          </desc>
        </org>
        <org type="researchteam" xml:id="struct-402019" status="OLD">
          <orgName>Systèmes d’Informations Généralisées</orgName>
          <orgName type="acronym">IRIT-SIG</orgName>
          <date type="end">2025-01-01</date>
          <desc>
            <address>
              <addrLine>IRIT118 Route de Narbonne31062 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.irit.fr/departement/gestion-des-donnees/equipe-sig/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-34499" type="direct"/>
            <relation active="#struct-81148" type="indirect"/>
            <relation name="443875" active="#struct-443875" type="indirect"/>
            <relation active="#struct-116256" type="indirect"/>
            <relation active="#struct-443875" type="indirect"/>
            <relation active="#struct-217752" type="indirect"/>
            <relation name="UMR5505 / URA1399" active="#struct-441569" type="indirect"/>
            <relation active="#struct-448187" type="indirect"/>
            <relation active="#struct-1149079" type="indirect"/>
            <relation name="FED4171" active="#struct-217752" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-116256" status="VALID">
          <idno type="IdRef">026403994</idno>
          <idno type="ROR">https://ror.org/04ezk3x31</idno>
          <orgName>Université Toulouse - Jean Jaurès</orgName>
          <orgName type="acronym">UT2J</orgName>
          <date type="start">1971-01-01</date>
          <desc>
            <address>
              <addrLine>5 allées Antonio Machado - 31058 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-tlse2.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-81148" status="VALID">
          <idno type="IdRef">026404354</idno>
          <idno type="ISNI">0000000121902837</idno>
          <idno type="ROR">https://ror.org/0443n9e75</idno>
          <orgName>Université Toulouse Capitole</orgName>
          <orgName type="acronym">UT Capitole</orgName>
          <date type="start">1970-01-01</date>
          <desc>
            <address>
              <addrLine>2 rue du Doyen-Gabriel-Marty - 31042 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ut-capitole.fr/</ref>
          </desc>
          <listRelation>
            <relation name="443875" active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-301366" status="OLD">
          <orgName>Institut Universitaire de Technologie - Paul Sabatier</orgName>
          <orgName type="acronym">IUT Toulouse Auch Castres</orgName>
          <date type="end">2025-01-01</date>
          <desc>
            <address>
              <addrLine>Université Toulouse III - 115C, route de Narbonne - 31077 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://iut.univ-tlse3.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-217752" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-301231" status="VALID">
          <orgName>IUT Toulouse 2 Blagnac</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-116256" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-34499" status="OLD">
          <idno type="IdRef">030947448</idno>
          <idno type="ISNI">0000000121927225</idno>
          <idno type="RNSR">199511949P</idno>
          <idno type="ROR">https://ror.org/01rx4qw44</idno>
          <orgName>Institut de recherche en informatique de Toulouse</orgName>
          <orgName type="acronym">IRIT</orgName>
          <date type="start">1990-01-01</date>
          <date type="end">2025-01-01</date>
          <desc>
            <address>
              <addrLine>118 Route de Narbonne, F-31062 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.irit.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-81148" type="direct"/>
            <relation name="443875" active="#struct-443875" type="indirect"/>
            <relation active="#struct-116256" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
            <relation active="#struct-217752" type="direct"/>
            <relation name="UMR5505 / URA1399" active="#struct-441569" type="direct"/>
            <relation active="#struct-448187" type="direct"/>
            <relation active="#struct-1149079" type="direct"/>
            <relation name="FED4171" active="#struct-217752" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-443875" status="VALID">
          <idno type="ROR">https://ror.org/017tgbk05</idno>
          <orgName>Communauté d'universités et établissements de Toulouse</orgName>
          <orgName type="acronym">Comue de Toulouse</orgName>
          <desc>
            <address>
              <addrLine>41 Allée Jules Guesde, 31000 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-toulouse.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-217752" status="OLD">
          <idno type="IdRef">026404672</idno>
          <idno type="ISNI">0000000121617331</idno>
          <idno type="ROR">https://ror.org/02v6kpv12</idno>
          <idno type="Wikidata">Q1273188</idno>
          <orgName>Université Toulouse III - Paul Sabatier</orgName>
          <orgName type="acronym">UT3</orgName>
          <date type="end">2025-01-01</date>
          <desc>
            <address>
              <addrLine>118 route de Narbonne - 31062 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-tlse3.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </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-448187" status="VALID">
          <idno type="IdRef">026388820</idno>
          <idno type="ISNI">0000000121766169</idno>
          <idno type="ROR">https://ror.org/033p9g875</idno>
          <orgName>Institut National Polytechnique (Toulouse)</orgName>
          <orgName type="acronym">Toulouse INP</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.inp-toulouse.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-1149079" status="OLD">
          <orgName>Toulouse Mind &amp; Brain Institut</orgName>
          <orgName type="acronym">TMBI</orgName>
          <date type="start">2021-01-01</date>
          <date type="end">2025-01-01</date>
          <desc>
            <address>
              <addrLine>CHU Purpan, Pavillon Baudot, 31059 Toulouse cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.tmbi.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-116256" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
            <relation name="FED4171" active="#struct-217752" type="direct"/>
          </listRelation>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>