<?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-01523072</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="2026-05-22T14:38:11+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Introduction to Conformal Predictors Based on Fuzzy Logic Classifiers</title>
            <author role="aut">
              <persName>
                <forename type="first">A.</forename>
                <surname>Murari</surname>
              </persName>
              <idno type="halauthorid">57916-0</idno>
              <affiliation ref="#struct-304210"/>
              <affiliation ref="#struct-4900"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jesús</forename>
                <surname>Vega</surname>
              </persName>
              <idno type="halauthorid">1170415-0</idno>
              <affiliation ref="#struct-4889"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">D.</forename>
                <surname>Mazon</surname>
              </persName>
              <idno type="halauthorid">57919-0</idno>
              <affiliation ref="#struct-4728"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">T.</forename>
                <surname>Courregelongue</surname>
              </persName>
              <idno type="halauthorid">1170416-0</idno>
              <affiliation ref="#struct-175453"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Hal</forename>
                <surname>Ifip</surname>
              </persName>
              <email type="md5">2073ac78024b6e13f2714db96e9b1e63</email>
              <email type="domain">inria.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2017-05-16 09:17:07</date>
              <date type="whenModified">2025-08-12 20:25:32</date>
              <date type="whenReleased">2017-05-16 09:21:19</date>
              <date type="whenProduced">2012-09-27</date>
              <date type="whenEndEmbargoed">2015-01-01</date>
              <ref type="file" target="https://hal.science/hal-01523072v1/document">
                <date notBefore="2015-01-01"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-01523072v1/file/978-3-642-33412-2_21_Chapter.pdf" id="file-1523072-1583993">
                <date notBefore="2015-01-01"/>
              </ref>
              <ref type="externalLink" target="https://link.springer.com/content/pdf/10.1007%2F978-3-642-33412-2_21.pdf"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="200187">
                <persName>
                  <forename>Hal</forename>
                  <surname>Ifip</surname>
                </persName>
                <email type="md5">2073ac78024b6e13f2714db96e9b1e63</email>
                <email type="domain">inria.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-01523072</idno>
            <idno type="halUri">https://hal.science/hal-01523072</idno>
            <idno type="halBibtex">murari:hal-01523072</idno>
            <idno type="halRefHtml">&lt;i&gt;8th International Conference on Artificial Intelligence Applications and Innovations (AIAI)&lt;/i&gt;, Sep 2012, Halkidiki, Greece. pp.203-213, &lt;a target="_blank" href="https://dx.doi.org/10.1007/978-3-642-33412-2_21"&gt;&amp;#x27E8;10.1007/978-3-642-33412-2_21&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">8th International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2012, Halkidiki, Greece. pp.203-213, &amp;#x27E8;10.1007/978-3-642-33412-2_21&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0 - Attribution<ref corresp="#file-1523072-1583993"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="CEA">CEA - Commissariat à l'énergie atomique</idno>
            <idno type="stamp" n="ENSAM">Arts et Métiers Sciences et Technologies</idno>
            <idno type="stamp" n="DSM-IRFM" corresp="CEA">IRFM</idno>
            <idno type="stamp" n="IFIP">IFIP - International Federation for Information Processing</idno>
            <idno type="stamp" n="IFIP-AICT" corresp="IFIP">IFIP Advances in Information and Communication Technology</idno>
            <idno type="stamp" n="IFIP-TC" corresp="IFIP">IFIP Technical Committees </idno>
            <idno type="stamp" n="IFIP-WG" corresp="IFIP">Working Groups</idno>
            <idno type="stamp" n="IFIP-TC12" corresp="IFIP-TC">TC12 - Artificial Intelligence</idno>
            <idno type="stamp" n="IFIP-AIAI">IFIP-AIAI</idno>
            <idno type="stamp" n="IFIP-WG12-5" corresp="IFIP-WG">IFIP-WG12-5</idno>
            <idno type="stamp" n="IFIP-AICT-382" corresp="IFIP-AICT">Artificial Intelligence Applications and Innovations - Part II (AIAI 2012)</idno>
            <idno type="stamp" n="CEA-DRF" corresp="CEA">Direction de Recherche Fondamentale</idno>
            <idno type="stamp" n="CEA-CAD" corresp="CEA">CEA Cadarache</idno>
            <idno type="stamp" n="HESAM">Hesam</idno>
            <idno type="stamp" n="HESAM-ENSAM" corresp="HESAM">Ecole Nationale Supérieure d'Arts et Métiers - Hesam</idno>
          </seriesStmt>
          <notesStmt>
            <note type="commentary">Part 4: First Conformal Prediction and Its Applications Workshop (COPA 2012)</note>
            <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">Introduction to Conformal Predictors Based on Fuzzy Logic Classifiers</title>
                <author role="aut">
                  <persName>
                    <forename type="first">A.</forename>
                    <surname>Murari</surname>
                  </persName>
                  <idno type="halauthorid">57916-0</idno>
                  <affiliation ref="#struct-304210"/>
                  <affiliation ref="#struct-4900"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jesús</forename>
                    <surname>Vega</surname>
                  </persName>
                  <idno type="halauthorid">1170415-0</idno>
                  <affiliation ref="#struct-4889"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">D.</forename>
                    <surname>Mazon</surname>
                  </persName>
                  <idno type="halauthorid">57919-0</idno>
                  <affiliation ref="#struct-4728"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">T.</forename>
                    <surname>Courregelongue</surname>
                  </persName>
                  <idno type="halauthorid">1170416-0</idno>
                  <affiliation ref="#struct-175453"/>
                </author>
              </analytic>
              <monogr>
                <title level="m">IFIP Advances in Information and Communication Technology</title>
                <meeting>
                  <title>8th International Conference on Artificial Intelligence Applications and Innovations (AIAI)</title>
                  <date type="start">2012-09-27</date>
                  <date type="end">2012-09-30</date>
                  <settlement>Halkidiki</settlement>
                  <country key="GR">Greece</country>
                </meeting>
                <editor>Lazaros Iliadis</editor>
                <editor>Ilias Maglogiannis</editor>
                <editor>Harris Papadopoulos</editor>
                <editor>Kostas Karatzas</editor>
                <editor>Spyros Sioutas</editor>
                <imprint>
                  <publisher>Springer</publisher>
                  <biblScope unit="serie">Artificial Intelligence Applications and Innovations</biblScope>
                  <biblScope unit="volume">AICT-382</biblScope>
                  <biblScope unit="issue">Part II</biblScope>
                  <biblScope unit="pp">203-213</biblScope>
                  <date type="datePub">2012</date>
                </imprint>
              </monogr>
              <idno type="doi">10.1007/978-3-642-33412-2_21</idno>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Membership Function</term>
                <term xml:lang="en">Fuzzy Logic</term>
              </keywords>
              <classCode scheme="halDomain" n="info">Computer Science [cs]</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 this paper, an introduction to the main steps required to develop conformal predictors based on fuzzy logic classifiers is provided. The more delicate aspect is the definition of an appropriate nonconformity score, which has to be based on the membership function to preserve the specificities of Fuzzy Logic. Various examples are introduced, to describe the main properties of fuzzy logic based conformal predictors and to compare their performance with alternative approaches. The obtained results are quite promising, since conformal predictors based on fuzzy classifiers show the potential to outperform solutions based on the nearest neighbour in terms of ambiguity, robustness and interpretability</p>
            </abstract>
            <particDesc>
              <org type="consortium">TC 12</org>
              <org type="consortium">WG 12.5</org>
            </particDesc>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="institution" xml:id="struct-304210" status="VALID">
          <idno type="ROR">https://ror.org/00mdktv23</idno>
          <orgName>Culham Science Centre [Abingdon]</orgName>
          <desc>
            <address>
              <addrLine>Abingdon OX14 3DB, UK</addrLine>
              <country key="GB"/>
            </address>
            <ref type="url">http://www.culham.org.uk/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-4900" status="INCOMING">
          <orgName>Consorzio RFX, Associazione EURATOM-ENEA sulla Fusione</orgName>
          <desc>
            <address>
              <addrLine>corso Stati Uniti, 4 I-35127 Padova</addrLine>
              <country key="IT"/>
            </address>
            <ref type="url">http://www.igi.cnr.it</ref>
          </desc>
          <listRelation>
            <relation active="#struct-254021" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-4889" status="INCOMING">
          <orgName>EURATOM CIEMAT</orgName>
          <orgName type="acronym">CIEMAT</orgName>
          <desc>
            <address>
              <addrLine>Avda. Complutense,22 28040 Madrid</addrLine>
              <country key="ES"/>
            </address>
            <ref type="url">http://www.ciemat.es</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1082138" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-4728" status="VALID">
          <orgName>Association EURATOM-CEA</orgName>
          <orgName type="acronym">CEA/DSM/DRFC</orgName>
          <desc>
            <address>
              <addrLine>CEA Cadarache 13108 SAINT PAUL LEZ DURANCE</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.cea.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300016" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-175453" status="OLD">
          <idno type="ROR">https://ror.org/018pp1107</idno>
          <orgName>Arts et Métiers ParisTech</orgName>
          <date type="end">2020-03-03</date>
          <desc>
            <address>
              <addrLine>151 boulevard de l'Hôpital 75013 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://artsetmetiers.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-302628" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-254021" status="VALID">
          <idno type="ISNI">0000 0001 2159 6200</idno>
          <idno type="ROR">https://ror.org/04zaypm56</idno>
          <orgName>National Research Council of Italy | Consiglio Nazionale delle Ricerche</orgName>
          <orgName type="acronym">CNR</orgName>
          <date type="start">1923-01-01</date>
          <desc>
            <address>
              <addrLine>Piazzale Aldo Moro, 7 - 00185 Roma</addrLine>
              <country key="IT"/>
            </address>
            <ref type="url">https://www.cnr.it/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-1082138" status="VALID">
          <orgName>Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas</orgName>
          <orgName type="acronym">CIEMAT</orgName>
          <date type="start">1986-01-01</date>
          <desc>
            <address>
              <addrLine>Av. Complutense, 40, 28040 Madrid, Espagne</addrLine>
              <country key="ES"/>
            </address>
            <ref type="url">https://www.ciemat.es/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300016" status="VALID">
          <idno type="IdRef">026372061</idno>
          <idno type="ISNI">0000000122998025</idno>
          <idno type="ROR">https://ror.org/00jjx8s55</idno>
          <idno type="Wikidata">Q868550</idno>
          <orgName>Commissariat à l'énergie atomique et aux énergies alternatives</orgName>
          <orgName type="acronym">CEA</orgName>
          <desc>
            <address>
              <addrLine>Centre de SaclayCentre de GrenobleCentre de Cadaracheetc</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.cea.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-302628" status="VALID">
          <idno type="IdRef">238277429</idno>
          <idno type="ROR">https://ror.org/042949r55</idno>
          <orgName>HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université</orgName>
          <orgName type="acronym">HESAM</orgName>
          <date type="start">2010-01-01</date>
          <desc>
            <address>
              <addrLine>15, rue Soufflot75005 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.hesam.eu</ref>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>