<?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-01835432</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="2026-05-03T21:25:29+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="fr">ABClass : Une approche d'apprentissage multi-instances pour les séquences</title>
            <author role="aut">
              <persName>
                <forename type="first">Manel</forename>
                <surname>Zoghlami</surname>
              </persName>
              <email type="md5">2b50483a529a670c025b90e1a8548826</email>
              <email type="domain">isima.fr</email>
              <idno type="idhal" notation="numeric">1032772</idno>
              <idno type="halauthorid" notation="string">1377910-1032772</idno>
              <affiliation ref="#struct-490706"/>
              <affiliation ref="#struct-253759"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Sabeur</forename>
                <surname>Aridhi</surname>
              </persName>
              <email type="md5">c49523893800b47fac47ee4fe2ec605b</email>
              <email type="domain">loria.fr</email>
              <idno type="idhal" notation="string">sabeur-aridhi</idno>
              <idno type="idhal" notation="numeric">16269</idno>
              <idno type="halauthorid" notation="string">36350-16269</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-3657-3762</idno>
              <idno type="IDREF">https://www.idref.fr/17650513X</idno>
              <affiliation ref="#struct-206040"/>
              <affiliation ref="#struct-420402"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Mondher</forename>
                <surname>Maddouri</surname>
              </persName>
              <email type="md5">67c3471173e0ab2739423a36f6454f7f</email>
              <email type="domain">yahoo.fr</email>
              <idno type="idhal" notation="numeric">963050</idno>
              <idno type="halauthorid" notation="string">881519-963050</idno>
              <affiliation ref="#struct-457202"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Engelbert</forename>
                <forename type="middle">Mephu</forename>
                <surname>Nguifo</surname>
              </persName>
              <email type="md5">340c79834e003602a20cf2cd078c78de</email>
              <email type="domain">isima.fr</email>
              <idno type="idhal" notation="string">engelbert-mephu-nguifo</idno>
              <idno type="idhal" notation="numeric">15514</idno>
              <idno type="halauthorid" notation="string">1250278-15514</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-9119-678X</idno>
              <idno type="IDREF">https://www.idref.fr/087624257</idno>
              <idno type="ARXIV">https://arxiv.org/a/mephunguifo_e_1</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/A-4769-2019</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/A-4769-2019</idno>
              <affiliation ref="#struct-490706"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Sabeur</forename>
                <surname>Aridhi</surname>
              </persName>
              <email type="md5">c49523893800b47fac47ee4fe2ec605b</email>
              <email type="domain">loria.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2018-07-11 13:36:58</date>
              <date type="whenModified">2026-02-25 12:00:02</date>
              <date type="whenReleased">2018-07-11 14:23:25</date>
              <date type="whenProduced">2018-07-02</date>
              <date type="whenEndEmbargoed">2018-07-11</date>
              <ref type="file" target="https://inria.hal.science/hal-01835432v1/document">
                <date notBefore="2018-07-11"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://inria.hal.science/hal-01835432v1/file/Zoghlami_et_al_RJCIA_2018_FR_v5.pdf" id="file-1835432-1861804">
                <date notBefore="2018-07-11"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="177606">
                <persName>
                  <forename>Sabeur</forename>
                  <surname>Aridhi</surname>
                </persName>
                <email type="md5">c49523893800b47fac47ee4fe2ec605b</email>
                <email type="domain">loria.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-01835432</idno>
            <idno type="halUri">https://inria.hal.science/hal-01835432</idno>
            <idno type="halBibtex">zoghlami:hal-01835432</idno>
            <idno type="halRefHtml">&lt;i&gt;RJCIA 2018 - 16èmes Rencontres des Jeunes Chercheurs en Intelligence Artificielle&lt;/i&gt;, Jul 2018, Nancy, France. pp.1-9</idno>
            <idno type="halRef">RJCIA 2018 - 16èmes Rencontres des Jeunes Chercheurs en Intelligence Artificielle, Jul 2018, Nancy, France. pp.1-9</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-1835432-1861804"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="PRES_CLERMONT">Université de Clermont</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="INRIA">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
            <idno type="stamp" n="INRIA_TEST">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
            <idno type="stamp" n="LORIA2">Publications du LORIA</idno>
            <idno type="stamp" n="INRIA-NANCY-GRAND-EST">INRIA Nancy - Grand Est</idno>
            <idno type="stamp" n="LIMOS" corresp="PRES_CLERMONT">Laboratoire d'Informatique, de Modélisation et d'optimisation des Systèmes</idno>
            <idno type="stamp" n="TESTALAIN1">TESTALAIN1</idno>
            <idno type="stamp" n="CENTRALESUPELEC">Ecole CentraleSupélec</idno>
            <idno type="stamp" n="UNIV-LORRAINE">Université de Lorraine</idno>
            <idno type="stamp" n="INRIA2">INRIA 2</idno>
            <idno type="stamp" n="LORIA">Laboratoire Lorrain de Recherche en Informatique et ses Applications</idno>
            <idno type="stamp" n="LORIA-AIS" corresp="LORIA">Department of Complex Systems, Artificial Intelligence  &amp; Robotics</idno>
            <idno type="stamp" n="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="CENTRALESUPELEC-SACLAY" corresp="UNIV-PARIS-SACLAY">CENTRALESUPELEC-SACLAY</idno>
            <idno type="stamp" n="CLERMONT-AUVERGNE-INP">Clermont Auvergne INP</idno>
            <idno type="stamp" n="TEST3-HALCNRS">TEST3-HALCNRS</idno>
            <idno type="stamp" n="AM2I-UL">Pôle scientifique Automatique, Mathématiques, Informatique et leurs Intéractions de l'Université de Lorraine</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="3">National</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="fr">ABClass : Une approche d'apprentissage multi-instances pour les séquences</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Manel</forename>
                    <surname>Zoghlami</surname>
                  </persName>
                  <email type="md5">2b50483a529a670c025b90e1a8548826</email>
                  <email type="domain">isima.fr</email>
                  <idno type="idhal" notation="numeric">1032772</idno>
                  <idno type="halauthorid" notation="string">1377910-1032772</idno>
                  <affiliation ref="#struct-490706"/>
                  <affiliation ref="#struct-253759"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Sabeur</forename>
                    <surname>Aridhi</surname>
                  </persName>
                  <email type="md5">c49523893800b47fac47ee4fe2ec605b</email>
                  <email type="domain">loria.fr</email>
                  <idno type="idhal" notation="string">sabeur-aridhi</idno>
                  <idno type="idhal" notation="numeric">16269</idno>
                  <idno type="halauthorid" notation="string">36350-16269</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-3657-3762</idno>
                  <idno type="IDREF">https://www.idref.fr/17650513X</idno>
                  <affiliation ref="#struct-206040"/>
                  <affiliation ref="#struct-420402"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Mondher</forename>
                    <surname>Maddouri</surname>
                  </persName>
                  <email type="md5">67c3471173e0ab2739423a36f6454f7f</email>
                  <email type="domain">yahoo.fr</email>
                  <idno type="idhal" notation="numeric">963050</idno>
                  <idno type="halauthorid" notation="string">881519-963050</idno>
                  <affiliation ref="#struct-457202"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Engelbert</forename>
                    <forename type="middle">Mephu</forename>
                    <surname>Nguifo</surname>
                  </persName>
                  <email type="md5">340c79834e003602a20cf2cd078c78de</email>
                  <email type="domain">isima.fr</email>
                  <idno type="idhal" notation="string">engelbert-mephu-nguifo</idno>
                  <idno type="idhal" notation="numeric">15514</idno>
                  <idno type="halauthorid" notation="string">1250278-15514</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-9119-678X</idno>
                  <idno type="IDREF">https://www.idref.fr/087624257</idno>
                  <idno type="ARXIV">https://arxiv.org/a/mephunguifo_e_1</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/A-4769-2019</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/A-4769-2019</idno>
                  <affiliation ref="#struct-490706"/>
                </author>
              </analytic>
              <monogr>
                <meeting>
                  <title>RJCIA 2018 - 16èmes Rencontres des Jeunes Chercheurs en Intelligence Artificielle</title>
                  <date type="start">2018-07-02</date>
                  <date type="end">2018-07-06</date>
                  <settlement>Nancy</settlement>
                  <country key="FR">France</country>
                </meeting>
                <imprint>
                  <biblScope unit="pp">1-9</biblScope>
                </imprint>
              </monogr>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="fr">French</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">protein sequences</term>
                <term xml:lang="en">prediction of bacterial ionizing radiation resistance</term>
                <term xml:lang="en">multiple instance learning</term>
                <term xml:lang="fr">apprentissage multi-instances</term>
                <term xml:lang="fr">prédiction de la résistance aux rayonnements ionisants chez les bactéries</term>
                <term xml:lang="fr">séquences protéiques</term>
              </keywords>
              <classCode scheme="halDomain" n="info.info-db">Computer Science [cs]/Databases [cs.DB]</classCode>
              <classCode scheme="halDomain" n="info.info-bi">Computer Science [cs]/Bioinformatics [q-bio.QM]</classCode>
              <classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
              <classCode scheme="halDomain" n="info.info-lg">Computer Science [cs]/Machine Learning [cs.LG]</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>In Multiple Instance Learning (MIL) problem for sequence data, the learning data consist of a set of bags where each bag contains a set of instances/sequences. In some real world applications such as bioinformatics comparing a random couple of sequences makes no sense. In fact, each instance of each bag may have structural and/or functional relationship with other instances in other bags. Thus, the classification task should take into account the relation between semantically related instances across bags. In this paper, we present ABClass, a novel MIL approach for sequence data classification. Each sequence is represented by one vector of attributes extracted from the set of related instances. For each sequence of the unknown bag, a discriminative classifier is applied in order to compute a partial classification result. Then, an aggregation method is applied in order to generate the final result. We applied ABClass to solve the problem of bacterial Ionizing Radiation Resistance (IRR) prediction. The experimental results were satisfactory.</p>
            </abstract>
            <abstract xml:lang="fr">
              <p>Dans le cas du problème de l'apprentissage multi-instances (MI) pour les séquences, les données d'apprentissage consistent en un ensemble de sacs où chaque sac contient un ensemble d'instances/séquences. Dans certaines applications du monde réel, comme la bioinformatique, comparer un couple aléatoire de séquences n'a aucun sens. En fait, chaque instance de chaque sac peut avoir une relation structurelle et/ou fonctionnelle avec d'autres instances dans d'autres sacs. Ainsi, la tâche de classification doit prendre en compte la relation entre les instances sémantiquement liées à travers les sacs. Dans cet article, nous présentons ABClass, une nouvelle approche de classification MI des séquences. Chaque séquence est représentée par un vecteur d'attributs extraits à partir de l'en-semble des instances qui lui sont liées. Pour chaque séquence du sac à prédire, un classifieur discriminant est appliqué afin de calculer un résultat de classification partiel. Ensuite, une méthode d'agrégation est appliquée afin de générer le résultat final. Nous avons appliqué ABClass pour résoudre le problème de la prédiction de la résistance aux rayonnements ionisants (RRI) chez les bactéries. Les résultats expérimentaux sont satisfaisants.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-490706" status="OLD">
          <idno type="IdRef">155645919</idno>
          <idno type="RNSR">200212221E</idno>
          <orgName>Laboratoire d'Informatique, de Modélisation et d'Optimisation des Systèmes</orgName>
          <orgName type="acronym">LIMOS</orgName>
          <date type="start">2017-01-01</date>
          <date type="end">2020-12-31</date>
          <desc>
            <address>
              <addrLine>Campus Universitaire des Cézeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubière Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://limos.fr/</ref>
          </desc>
          <listRelation>
            <relation name="UMR6158" active="#struct-359750" type="direct"/>
            <relation name="UMR6158" active="#struct-422708" type="direct"/>
            <relation name="UMR6158" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-253759" status="VALID">
          <orgName>Laboratoire d'Informatique, Programmation, Algorithmique et Heuristique</orgName>
          <orgName type="acronym">LIPAH</orgName>
          <desc>
            <address>
              <addrLine>Faculté des Sciences de Tunis - Université de Tunis El Manar2092 Manar II - Tunis</addrLine>
              <country key="TN"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-481790" type="direct"/>
            <relation active="#struct-207896" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-206040" status="VALID">
          <idno type="IdRef">067077927</idno>
          <idno type="ISNI">0000000121795429</idno>
          <idno type="RNSR">198912571S</idno>
          <idno type="IdUnivLorraine">[UL]RSI--</idno>
          <idno type="ROR">https://ror.org/02vnf0c38</idno>
          <orgName>Laboratoire Lorrain de Recherche en Informatique et ses Applications</orgName>
          <orgName type="acronym">LORIA</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Campus Scientifique BP 239 54506 Vandoeuvre-lès-Nancy Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.loria.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
            <relation active="#struct-411575" type="direct"/>
            <relation active="#struct-413289" type="direct"/>
            <relation name="UMR7503" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-420402" status="VALID">
          <idno type="RNSR">201521171B</idno>
          <idno type="ROR">https://ror.org/02m9pkf41</idno>
          <orgName>Computational Algorithms for Protein Structures and Interactions</orgName>
          <orgName type="acronym">CAPSID</orgName>
          <date type="start">2015-07-01</date>
          <date type="end">2025-11-30</date>
          <desc>
            <address>
              <addrLine>Centre Inria de l'Université de Lorraine , 615 Rue du Jardin-Botanique, 54600 Villers-lès-Nancy</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/equipes/capsid</ref>
          </desc>
          <listRelation>
            <relation active="#struct-129671" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation active="#struct-423090" type="direct"/>
            <relation active="#struct-206040" type="indirect"/>
            <relation active="#struct-411575" type="indirect"/>
            <relation active="#struct-413289" type="indirect"/>
            <relation name="UMR7503" active="#struct-441569" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-457202" status="VALID">
          <orgName>University of Jeddah [Arabie Saoudite]</orgName>
          <orgName type="acronym">UJ</orgName>
          <date type="start">2014-01-01</date>
          <desc>
            <address>
              <addrLine>285, Dahaban 23881</addrLine>
              <country key="SA"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-359750" status="VALID">
          <idno type="IdRef">028028694</idno>
          <orgName>Ecole Nationale Supérieure des Mines de St Etienne</orgName>
          <orgName type="acronym">ENSM ST-ETIENNE</orgName>
          <date type="start">1816-01-01</date>
          <desc>
            <address>
              <addrLine>158 Cour Fauriel, 42100 Saint-Étienne</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.mines-stetienne.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-422708" status="OLD">
          <idno type="IdRef">196200032</idno>
          <idno type="ROR">https://ror.org/01a8ajp46</idno>
          <orgName>Université Clermont Auvergne [2017-2020]</orgName>
          <orgName type="acronym">UCA  [2017-2020]</orgName>
          <date type="start">2017-01-01</date>
          <date type="end">2020-12-31</date>
          <desc>
            <address>
              <addrLine>49, bd François-Mitterrand / CS 60032 / 63001 Clermont-Ferrand Cedex 1</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.uca.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-481790" status="VALID">
          <idno type="IdRef">147476275</idno>
          <orgName>Faculté des Sciences Mathématiques, Physiques et Naturelles de Tunis</orgName>
          <orgName type="acronym">FST</orgName>
          <date type="start">1960-01-01</date>
          <desc>
            <address>
              <addrLine>Université de Tunis El Manar - Campus Universitaire El-Manar, 2092 El Manar Tunis</addrLine>
              <country key="TN"/>
            </address>
            <ref type="url">http://www.fst.rnu.tn/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-207896" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-207896" status="VALID">
          <idno type="IdRef">112859585</idno>
          <idno type="ISNI">0000000122959819</idno>
          <idno type="ROR">https://ror.org/029cgt552</idno>
          <idno type="Wikidata">Q3551684</idno>
          <orgName>Tunis El Manar University [University of Tunis El Manar] [Tunisia] = Université de Tunis El Manar [Tunisie] = جامعة تونس المنار (ar)</orgName>
          <orgName type="acronym">UTM</orgName>
          <date type="start">1987-01-01</date>
          <desc>
            <address>
              <addrLine>Campus Universitaire Farhat Hached B.P. n° 94 - ROMMANA 1068 Tunis</addrLine>
              <country key="TN"/>
            </address>
            <ref type="url">http://www.utm.rnu.tn/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300009" status="VALID">
          <idno type="ROR">https://ror.org/02kvxyf05</idno>
          <orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
          <orgName type="acronym">Inria</orgName>
          <desc>
            <address>
              <addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/en/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-411575" status="VALID">
          <idno type="IdRef">184443237</idno>
          <idno type="ROR">https://ror.org/019tcpt25</idno>
          <orgName>CentraleSupélec</orgName>
          <desc>
            <address>
              <addrLine>3, rue Joliot Curie,Plateau de Moulon,91192 GIF-SUR-YVETTE Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.centralesupelec.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-413289" status="VALID">
          <idno type="IdRef">157040569</idno>
          <idno type="IdUnivLorraine">[UL]100--</idno>
          <idno type="ROR">https://ror.org/04vfs2w97</idno>
          <orgName>Université de Lorraine</orgName>
          <orgName type="acronym">UL</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>34 cours Léopold - CS 25233 - 54052 Nancy cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-lorraine.fr/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-129671" status="VALID">
          <idno type="RNSR">198618246Y</idno>
          <idno type="ROR">https://ror.org/03fcjvn64</idno>
          <orgName>Centre Inria de l'Université de Lorraine</orgName>
          <desc>
            <address>
              <addrLine>615 rue du Jardin Botanique 54600 Villers-lès-Nancy</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/nancy</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
          </listRelation>
        </org>
        <org type="department" xml:id="struct-423090" status="VALID">
          <orgName>Department of Complex Systems, Artificial Intelligence &amp; Robotics</orgName>
          <orgName type="acronym">LORIA - AIS</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.loria.fr/en/research/departments/complex-systems-artificial-intelligence-and-robotics/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-206040" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation active="#struct-411575" type="indirect"/>
            <relation active="#struct-413289" type="indirect"/>
            <relation name="UMR7503" active="#struct-441569" type="indirect"/>
          </listRelation>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>