Dataset Open Access

An EEG dataset for cross-session mental workload estimation: Passive BCI competition of the Neuroergonomics Conference 2021

Hinss, Marcel F.; Darmet, Ludovic; Somon, Bertille; Jahanpour, Emilie; Lotte, Fabien; Ladouce, Simon; Roy, Raphaëlle N.


DCAT Export

<?xml version='1.0' encoding='utf-8'?>
<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#">
  <rdf:Description rdf:about="https://doi.org/10.5281/zenodo.5055046">
    <rdf:type rdf:resource="http://www.w3.org/ns/dcat#Dataset"/>
    <dct:type rdf:resource="http://purl.org/dc/dcmitype/Dataset"/>
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://doi.org/10.5281/zenodo.5055046</dct:identifier>
    <foaf:page rdf:resource="https://doi.org/10.5281/zenodo.5055046"/>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Hinss, Marcel F.</foaf:name>
        <foaf:givenName>Marcel F.</foaf:givenName>
        <foaf:familyName>Hinss</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Univ. Maastricht, NL</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Darmet, Ludovic</foaf:name>
        <foaf:givenName>Ludovic</foaf:givenName>
        <foaf:familyName>Darmet</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>ISAE-SUPAERO, Univ. Toulouse, France</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Somon, Bertille</foaf:name>
        <foaf:givenName>Bertille</foaf:givenName>
        <foaf:familyName>Somon</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>ISAE-SUPAERO, Univ. Toulouse, France</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Jahanpour, Emilie</foaf:name>
        <foaf:givenName>Emilie</foaf:givenName>
        <foaf:familyName>Jahanpour</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>ISAE-SUPAERO, Univ. Toulouse, France</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Lotte, Fabien</foaf:name>
        <foaf:givenName>Fabien</foaf:givenName>
        <foaf:familyName>Lotte</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Inria Bordeaux Sud-Ouest, Talence, France</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Ladouce, Simon</foaf:name>
        <foaf:givenName>Simon</foaf:givenName>
        <foaf:familyName>Ladouce</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>ISAE-SUPAERO, Univ. Toulouse, France</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0002-4258-8397">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0002-4258-8397</dct:identifier>
        <foaf:name>Roy, Raphaëlle N.</foaf:name>
        <foaf:givenName>Raphaëlle N.</foaf:givenName>
        <foaf:familyName>Roy</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>ISAE-SUPAERO, Univ. Toulouse, France</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:title>An EEG dataset for cross-session mental workload estimation: Passive BCI competition of the Neuroergonomics Conference 2021</dct:title>
    <dct:publisher>
      <foaf:Agent>
        <foaf:name>Zenodo</foaf:name>
      </foaf:Agent>
    </dct:publisher>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2021</dct:issued>
    <dcat:keyword>EEG</dcat:keyword>
    <dcat:keyword>Workload</dcat:keyword>
    <dcat:keyword>MATB</dcat:keyword>
    <dcat:keyword>Passive BCI</dcat:keyword>
    <dcat:keyword>Classification</dcat:keyword>
    <dcat:keyword>Physiological computing</dcat:keyword>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2021-07-01</dct:issued>
    <dct:language rdf:resource="http://publications.europa.eu/resource/authority/language/ENG"/>
    <owl:sameAs rdf:resource="https://zenodo.org/record/5055046"/>
    <adms:identifier>
      <adms:Identifier>
        <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/5055046</skos:notation>
        <adms:schemeAgency>url</adms:schemeAgency>
      </adms:Identifier>
    </adms:identifier>
    <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.4917217"/>
    <owl:versionInfo>2</owl:versionInfo>
    <dct:description>&lt;p&gt;The dataset is part of a new open EEG database designed to answer a need for more publicly available EEG-based dataset to design and benchmark passive brain-computer interface pipelines (as detailed in [Hinss2021]). This database is currently being created and will be fully released before the end of the year. It will include data acquired over 30 participant, 4 tasks and 3 sessions. For this competition, hosted by the Neuroergonomics Conference 2021, only one task and half the participants will be analyzed. Hence, this competition focuses on a renowned task that elicits various levels of mental/cognitive workload: the Multi-Atribute Task Battery-II (MATB-II) developed by NASA (https://matb.larc.nasa.gov/). It is composed of 4 sub-tasks: system monitoring, tracking, resource management and communications. By varying the number and complexity of the sub-tasks, 3 levels of workload were elicited (verified through statistical analyzes of both subjective and objective -behavioral and cardiac- data). Each difficulty level was performed by 15 subjects (6 female; 9 average 25 y.o.) during 5 minutes per session, in a pseudo-randomized order. Each session was separated by 7 days. We used a 62 actiChamp EEG channels device (BrainProducts; electrode placement 10-20 system).&lt;/p&gt; &lt;p&gt;&amp;nbsp;&lt;/p&gt; &lt;p&gt;&lt;strong&gt;For the competition, your goal is to predict the mental workload for a given subject (intra-subject estimation) using the EEG data from another session (inter-session adaptation). More information on the conference website and in the documentation file.&lt;/strong&gt;&lt;/p&gt;</dct:description>
    <dct:description>The project was validated by the local ethical committee of the University of Toulouse (CER number 2021-342).</dct:description>
    <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/>
    <dct:accessRights>
      <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess">
        <rdfs:label>Open Access</rdfs:label>
      </dct:RightsStatement>
    </dct:accessRights>
    <dcat:distribution>
      <dcat:Distribution>
        <dct:license rdf:resource="https://creativecommons.org/licenses/by-sa/4.0/legalcode"/>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046"/>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>2340</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/chan_locs_standard">https://zenodo.org/record/5055046/files/chan_locs_standard</dcat:downloadURL>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>409938</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/documentation_pBCI_hackathon.pdf">https://zenodo.org/record/5055046/files/documentation_pBCI_hackathon.pdf</dcat:downloadURL>
        <dcat:mediaType>application/pdf</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>2591</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/estimation_results_session3.csv">https://zenodo.org/record/5055046/files/estimation_results_session3.csv</dcat:downloadURL>
        <dcat:mediaType>text/csv</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>84541</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/Example_matlab.pdf">https://zenodo.org/record/5055046/files/Example_matlab.pdf</dcat:downloadURL>
        <dcat:mediaType>application/pdf</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>50975</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/Example_python.pdf">https://zenodo.org/record/5055046/files/Example_python.pdf</dcat:downloadURL>
        <dcat:mediaType>application/pdf</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181032275</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P01.zip">https://zenodo.org/record/5055046/files/P01.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181083091</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P02.zip">https://zenodo.org/record/5055046/files/P02.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181262858</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P03.zip">https://zenodo.org/record/5055046/files/P03.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181024179</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P04.zip">https://zenodo.org/record/5055046/files/P04.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>180254624</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P05.zip">https://zenodo.org/record/5055046/files/P05.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181039834</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P06.zip">https://zenodo.org/record/5055046/files/P06.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>180297451</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P07.zip">https://zenodo.org/record/5055046/files/P07.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181048090</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P08.zip">https://zenodo.org/record/5055046/files/P08.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>180610915</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P09.zip">https://zenodo.org/record/5055046/files/P09.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>180648957</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P10.zip">https://zenodo.org/record/5055046/files/P10.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181786771</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P11.zip">https://zenodo.org/record/5055046/files/P11.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181705302</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P12.zip">https://zenodo.org/record/5055046/files/P12.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>180788156</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P13.zip">https://zenodo.org/record/5055046/files/P13.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>180954834</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P14.zip">https://zenodo.org/record/5055046/files/P14.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.5055046">https://doi.org/10.5281/zenodo.5055046</dcat:accessURL>
        <dcat:byteSize>181677980</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5055046/files/P15.zip">https://zenodo.org/record/5055046/files/P15.zip</dcat:downloadURL>
        <dcat:mediaType>application/zip</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
  </rdf:Description>
</rdf:RDF>
965
2,040
views
downloads
All versions This version
Views 965432
Downloads 2,0401,130
Data volume 148.5 GB99.3 GB
Unique views 800380
Unique downloads 768454

Share

Cite as