<?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-04600000</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="2026-05-16T14:25:26+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">An Ontology-Based Possibilistic Framework for Extracting Relevant Terms from Job Advertisements</title>
            <author role="aut">
              <persName>
                <forename type="first">Albeiro</forename>
                <surname>Espinal</surname>
              </persName>
              <idno type="halauthorid">3164317-0</idno>
              <affiliation ref="#struct-1067606"/>
              <affiliation ref="#struct-489781"/>
              <affiliation ref="#struct-571697"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Yannis</forename>
                <surname>Haralambous</surname>
              </persName>
              <email type="md5">4c95cadb5cdd203327cfaa3919bb900d</email>
              <email type="domain">imt-atlantique.fr</email>
              <idno type="idhal" notation="string">yannis-haralambous</idno>
              <idno type="idhal" notation="numeric">17494</idno>
              <idno type="halauthorid" notation="string">44435-17494</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-1443-6115</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=2LgIx5EAAAAJ&amp;hl=fr</idno>
              <idno type="IDREF">https://www.idref.fr/077914457</idno>
              <idno type="ARXIV">https://arxiv.org/a/haralambous_y_1</idno>
              <affiliation ref="#struct-1067606"/>
              <affiliation ref="#struct-489780"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Dominique</forename>
                <surname>Bedart</surname>
              </persName>
              <idno type="halauthorid">1683170-0</idno>
              <affiliation ref="#struct-571697"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">John</forename>
                <surname>Puentes</surname>
              </persName>
              <email type="md5">aa6dd07f7f0fa7f4379bfaa76fea2f2c</email>
              <email type="domain">imt-atlantique.fr</email>
              <idno type="idhal" notation="string">john-puentes</idno>
              <idno type="idhal" notation="numeric">21683</idno>
              <idno type="halauthorid" notation="string">25866-21683</idno>
              <idno type="IDREF">https://www.idref.fr/227468422</idno>
              <affiliation ref="#struct-489781"/>
              <affiliation ref="#struct-1067606"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>John</forename>
                <surname>Puentes</surname>
              </persName>
              <email type="md5">aa6dd07f7f0fa7f4379bfaa76fea2f2c</email>
              <email type="domain">imt-atlantique.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2024-06-04 10:29:11</date>
              <date type="whenModified">2026-01-23 09:12:07</date>
              <date type="whenReleased">2024-06-06 10:54:58</date>
              <date type="whenProduced">2022-10-24</date>
              <date type="whenEndEmbargoed">2024-06-04</date>
              <ref type="file" target="https://hal.science/hal-04600000v1/document">
                <date notBefore="2024-06-04"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-04600000v1/file/FCTA_Camera_Ready.pdf" id="file-4600000-3991793">
                <date notBefore="2024-06-04"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="660699">
                <persName>
                  <forename>John</forename>
                  <surname>Puentes</surname>
                </persName>
                <email type="md5">aa6dd07f7f0fa7f4379bfaa76fea2f2c</email>
                <email type="domain">imt-atlantique.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-04600000</idno>
            <idno type="halUri">https://hal.science/hal-04600000</idno>
            <idno type="halBibtex">espinal:hal-04600000</idno>
            <idno type="halRefHtml">&lt;i&gt;14th International Joint Conference on Computational Intelligence&lt;/i&gt;, Institute for Systems and Technologies of Information, Control and Communication, Oct 2022, Valletta, Malta</idno>
            <idno type="halRef">14th International Joint Conference on Computational Intelligence, Institute for Systems and Technologies of Information, Control and Communication, Oct 2022, Valletta, Malta</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-4600000-3991793"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="UNIV-BREST">Université de Bretagne occidentale - Brest (UBO)</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-UBS">Université de Bretagne Sud</idno>
            <idno type="stamp" n="LAB-STICC_UBO" corresp="UNIV-BREST">Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance, site de l'UBO</idno>
            <idno type="stamp" n="ENIB">Ecole Nationale d'Ingénieurs de Brest</idno>
            <idno type="stamp" n="LAB-STICC">Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance</idno>
            <idno type="stamp" n="IMTA_INFO">IMT Atlantique - Département informatique</idno>
            <idno type="stamp" n="IMTA_ITI">IMT Atlantique - Département image et traitement de l'information</idno>
            <idno type="stamp" n="LAB-STICC_IMTA">Lab-STICC - IMT Atlantique</idno>
            <idno type="stamp" n="IMT-ATLANTIQUE" corresp="INSTITUT-MINES-TELECOM">IMT-ATLANTIQUE</idno>
            <idno type="stamp" n="INSTITUTS-TELECOM">composantes instituts telecom </idno>
            <idno type="stamp" n="LAB-STICC_DECIDE_IMTA" corresp="IMT-ATLANTIQUE">DECIDE (Lab-STICC)</idno>
            <idno type="stamp" n="LAB-STICC_DECIDE">Equipe DECIDE, from data to decision</idno>
            <idno type="stamp" n="LAB-STICC_DMID">Pôle Data, Models, Information, Decisions</idno>
            <idno type="stamp" n="IMTA_DSD">IMT Atlantique - Département de Science des Données</idno>
            <idno type="stamp" n="INSTITUT-MINES-TELECOM">Institut Mines Telecom</idno>
            <idno type="stamp" n="IP-PARIS-INFORMATION-COMMUNICATION-ELECTRONIQUE">IP Paris Département d'Information, de Communication et d'Électronique</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">An Ontology-Based Possibilistic Framework for Extracting Relevant Terms from Job Advertisements</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Albeiro</forename>
                    <surname>Espinal</surname>
                  </persName>
                  <idno type="halauthorid">3164317-0</idno>
                  <affiliation ref="#struct-1067606"/>
                  <affiliation ref="#struct-489781"/>
                  <affiliation ref="#struct-571697"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Yannis</forename>
                    <surname>Haralambous</surname>
                  </persName>
                  <email type="md5">4c95cadb5cdd203327cfaa3919bb900d</email>
                  <email type="domain">imt-atlantique.fr</email>
                  <idno type="idhal" notation="string">yannis-haralambous</idno>
                  <idno type="idhal" notation="numeric">17494</idno>
                  <idno type="halauthorid" notation="string">44435-17494</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-1443-6115</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=2LgIx5EAAAAJ&amp;hl=fr</idno>
                  <idno type="IDREF">https://www.idref.fr/077914457</idno>
                  <idno type="ARXIV">https://arxiv.org/a/haralambous_y_1</idno>
                  <affiliation ref="#struct-1067606"/>
                  <affiliation ref="#struct-489780"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Dominique</forename>
                    <surname>Bedart</surname>
                  </persName>
                  <idno type="halauthorid">1683170-0</idno>
                  <affiliation ref="#struct-571697"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">John</forename>
                    <surname>Puentes</surname>
                  </persName>
                  <email type="md5">aa6dd07f7f0fa7f4379bfaa76fea2f2c</email>
                  <email type="domain">imt-atlantique.fr</email>
                  <idno type="idhal" notation="string">john-puentes</idno>
                  <idno type="idhal" notation="numeric">21683</idno>
                  <idno type="halauthorid" notation="string">25866-21683</idno>
                  <idno type="IDREF">https://www.idref.fr/227468422</idno>
                  <affiliation ref="#struct-489781"/>
                  <affiliation ref="#struct-1067606"/>
                </author>
              </analytic>
              <monogr>
                <idno type="isbn">978-989-758-611-8</idno>
                <title level="m">Proceedings of the 14th International Joint Conference on Computational Intelligence</title>
                <meeting>
                  <title>14th International Joint Conference on Computational Intelligence</title>
                  <date type="start">2022-10-24</date>
                  <date type="end">2022-10-26</date>
                  <settlement>Valletta</settlement>
                  <country key="MT">Malta</country>
                </meeting>
                <respStmt>
                  <resp>conferenceOrganizer</resp>
                  <name>Institute for Systems and Technologies of Information, Control and Communication</name>
                </respStmt>
                <imprint/>
              </monogr>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Recruitment Process</term>
                <term xml:lang="en">Relevant Term Extraction</term>
                <term xml:lang="en">Recruiter's Behavior Modeling</term>
                <term xml:lang="en">Textual Relevance Marker</term>
                <term xml:lang="en">Ontology of Job Offer</term>
                <term xml:lang="en">Cognitive Uncertainty Measure</term>
                <term xml:lang="en">Ontology-Based Belief-Desire-Intention Architecture</term>
              </keywords>
              <classCode scheme="halDomain" n="info">Computer Science [cs]</classCode>
              <classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
              <classCode scheme="halDomain" n="info.info-ir">Computer Science [cs]/Information Retrieval [cs.IR]</classCode>
              <classCode scheme="halDomain" n="info.info-tt">Computer Science [cs]/Document and Text Processing</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 a traditional recruitment process, large amounts of resumes and job postings are often handled manually, which is very time-consuming. Existing machine learning techniques for automatic resume ranking lack accuracy in accessing relevant information in job offers, which is crucially needed in order to ensure the pertinenceof resumes. We present a context-driven possibilistic framework for extracting such information from job postings, in the form of relevant terms. In our process, after considering the recruiters’ specific organizational context, we analyze their term relevance evaluation strategies in job advertisements. By interviewing a group of recruiters and analyzing their behavior, we have derived a first set of textual relevance markers. Existing term-extraction methods from the literature were also applied to extract such textual relevance markers. We have evaluated all markers using cognitive uncertainty measures and we have integrated them into an ontology-based Belief-Desire-Intention architecture. Doing this, we have improved the F1 score and recall measures of existing state-of-the-art term extraction approaches by 20% and 29% respectively. Besides, our framework is open-ended: it is possible to add new textual markers at any time as nodes of a fuzzy decision tree, the calculation of which depends on the context and domain of job offers.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="researchteam" xml:id="struct-1067606" status="OLD">
          <orgName>Equipe DECIDE</orgName>
          <orgName type="acronym">Lab-STICC_DECIDE</orgName>
          <date type="start">2021-01-01</date>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://labsticc.fr/teams/decide</ref>
          </desc>
          <listRelation>
            <relation name="UMR6285" active="#struct-486345" type="direct"/>
            <relation active="#struct-131284" type="indirect"/>
            <relation active="#struct-300314" type="indirect"/>
            <relation active="#struct-1705235" type="indirect"/>
            <relation active="#struct-172265" type="indirect"/>
            <relation active="#struct-301846" type="indirect"/>
            <relation active="#struct-302102" type="indirect"/>
            <relation name="UMR6285" active="#struct-441569" type="indirect"/>
            <relation active="#struct-469973" type="indirect"/>
            <relation active="#struct-481355" type="indirect"/>
          </listRelation>
        </org>
        <org type="department" xml:id="struct-489781" status="OLD">
          <orgName>Département lmage et Traitement Information</orgName>
          <orgName type="acronym">IMT Atlantique - ITI</orgName>
          <date type="start">2017-01-01</date>
          <date type="end">2023-12-31</date>
          <desc>
            <address>
              <addrLine>IMT Atlantique - Campus de Brest :-Technopôle Brest-Iroise CS 8381829238 BREST Cedex 3</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-481355" type="direct"/>
            <relation active="#struct-302102" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-571697" status="VALID">
          <orgName>DSI Global Services</orgName>
          <desc>
            <address>
              <addrLine>41 avenue du Général Leclerc 92350 Le Plessis-Robinson</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="department" xml:id="struct-489780" status="VALID">
          <orgName>Département Informatique</orgName>
          <orgName type="acronym">IMT Atlantique - INFO</orgName>
          <date type="start">2017-01-01</date>
          <desc>
            <address>
              <addrLine>IMT Atlantique - Campus de Brest - Technopôle Brest-Iroise CS 8381829238 BREST Cedex 3</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-481355" type="direct"/>
            <relation active="#struct-302102" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-486345" status="OLD">
          <idno type="IdRef">167731432</idno>
          <idno type="RNSR">201220091R</idno>
          <idno type="ROR">https://ror.org/0266kfd37</idno>
          <orgName>Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance</orgName>
          <orgName type="acronym">Lab-STICC</orgName>
          <date type="start">2008-01-01</date>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <addrLine>Technopole Brest Iroise CS 83818 29238 BREST cedex 3</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://labsticc.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-131284" type="direct"/>
            <relation active="#struct-300314" type="direct"/>
            <relation active="#struct-1705235" type="indirect"/>
            <relation active="#struct-172265" type="direct"/>
            <relation active="#struct-301846" type="direct"/>
            <relation active="#struct-302102" type="direct"/>
            <relation name="UMR6285" active="#struct-441569" type="direct"/>
            <relation active="#struct-469973" type="direct"/>
            <relation active="#struct-481355" type="direct"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-131284" status="VALID">
          <idno type="ROR">https://ror.org/02ypw0a72</idno>
          <orgName>École Nationale d'Ingénieurs de Brest</orgName>
          <orgName type="acronym">ENIB</orgName>
          <desc>
            <address>
              <addrLine>945 avenue du Technopole - 29280 Plouzané</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.enib.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300314" type="direct"/>
            <relation active="#struct-1705235" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-300314" status="VALID">
          <idno type="IdRef">291809022</idno>
          <idno type="ISNI">0000000121880893</idno>
          <idno type="ROR">https://ror.org/0372th171</idno>
          <orgName>Université de Brest</orgName>
          <orgName type="acronym">UBO EPE</orgName>
          <desc>
            <address>
              <addrLine>Université de Bretagne Occidentale - 3 Rue des Archives 29238, Brest</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-brest.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-1705235" status="VALID">
          <idno type="IdRef">291816037</idno>
          <orgName>Institut National Polytechnique de Bretagne</orgName>
          <orgName type="acronym">Bretagne INP</orgName>
          <date type="start">2025-03-01</date>
          <desc>
            <address>
              <addrLine>945 avenue du Technopôle Brest-Iroise, 29289 Plouzané</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-172265" status="VALID">
          <idno type="IdRef">05017746X</idno>
          <idno type="ISNI">0000000121680285</idno>
          <idno type="ROR">https://ror.org/04ed7fw48</idno>
          <orgName>Université de Bretagne Sud</orgName>
          <orgName type="acronym">UBS</orgName>
          <date type="start">1995-02-07</date>
          <desc>
            <address>
              <addrLine>BP 92116 - 56321 Lorient cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-ubs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-301846" status="OLD">
          <idno type="IdRef">177263660</idno>
          <idno type="ROR">https://ror.org/059n54003</idno>
          <orgName>École Nationale Supérieure de Techniques Avancées Bretagne</orgName>
          <orgName type="acronym">ENSTA Bretagne</orgName>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <addrLine>2 rue François Verny, 29806 Brest cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ensta-bretagne.fr</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-302102" status="VALID">
          <idno type="IdRef">192427156</idno>
          <idno type="ISNI">000000012202567X</idno>
          <idno type="ROR">https://ror.org/025vp2923</idno>
          <idno type="Wikidata">Q27962533</idno>
          <orgName>Institut Mines-Télécom [Paris]</orgName>
          <orgName type="acronym">IMT</orgName>
          <date type="start">2012-03-01</date>
          <desc>
            <address>
              <addrLine>19 Place Marguerite Perey, 91120 Palaiseau</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.imt.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="regroupinstitution" xml:id="struct-469973" status="VALID">
          <idno type="IdRef">191639044</idno>
          <idno type="ROR">https://ror.org/04x1a4s97</idno>
          <orgName>Université Bretagne Loire</orgName>
          <orgName type="acronym">UBL</orgName>
          <date type="start">2016-04-01</date>
          <desc>
            <address>
              <addrLine>Cité Internationale, 1 place Paul Ricoeur - CS 54417 35044 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://u-bretagneloire.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-481355" status="VALID">
          <idno type="IdRef">202743233</idno>
          <idno type="ROR">https://ror.org/030hj3061</idno>
          <orgName>IMT Atlantique</orgName>
          <orgName type="acronym">IMT Atlantique</orgName>
          <date type="start">2017-01-01</date>
          <desc>
            <address>
              <addrLine>Campus Brest : Technopôle Brest-Iroise CS 8381829238 BREST Cedex 3 -Campus Nantes : 4, rue Alfred Kastler- La chantrerie 44300 NANTES -Campus Rennes :  2 Rue de la Châtaigneraie, 35510 CESSON SEVIGNE</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.imt-atlantique.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-302102" type="direct"/>
          </listRelation>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>