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dc.contributor.authorMedina Herrera, Salvador
dc.contributor.authorTurmo Borras, Jorge
dc.contributor.authorLoharja, Henry
dc.contributor.authorPadró, Lluís
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament de Ciències de la Computació
dc.date.accessioned2018-11-15T09:13:07Z
dc.date.available2018-11-15T09:13:07Z
dc.date.issued2018
dc.identifier.citationMedina, S., Turmo, J., Loharja, H., Padro, L. Semi-supervised learning for disabilities detection on English and Spanish biomedical text. A: Workshop on Evaluation of Human Language Technologies for Iberian Languages. "CEUR Workshop Proceedings". 2018, p. 66-73.
dc.identifier.isbn1613-0073
dc.identifier.urihttp://hdl.handle.net/2117/124272
dc.description.abstractThis paper describes the disability detection model approaches presented by UPC’s TALP 3 team for the DIANN 2018 shared task. The best of those approaches was ranked in 3rd place for exact-matching of disability detection. The models combine a semi-supervised learning model using CRFs and LSTM with word embedding features with a supervised CRF model for the detection of disabilities and negations respectively.
dc.format.extent8 p.
dc.language.isoeng
dc.rightsAttribution 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Informàtica::Intel·ligència artificial::Aprenentatge automàtic
dc.subject.lcshSupervised learning (Machine learning)
dc.subject.otherdisabilities detection
dc.subject.otherbiomedical abstracts
dc.subject.othersemi-supervised learning
dc.titleSemi-supervised learning for disabilities detection on English and Spanish biomedical text
dc.typeConference report
dc.subject.lemacAprenentatge automàtic
dc.contributor.groupUniversitat Politècnica de Catalunya. GPLN - Grup de Processament del Llenguatge Natural
dc.description.peerreviewedPeer Reviewed
dc.relation.publisherversionhttp://ceur-ws.org/Vol-2150/
dc.rights.accessOpen Access
local.identifier.drac23515622
dc.description.versionPostprint (published version)
local.citation.authorMedina, S.; Turmo, J.; Loharja, H.; Padro, L.
local.citation.contributorWorkshop on Evaluation of Human Language Technologies for Iberian Languages
local.citation.publicationNameCEUR Workshop Proceedings
local.citation.startingPage66
local.citation.endingPage73


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Attribution 3.0 Spain
Except where otherwise noted, content on this work is licensed under a Creative Commons license : Attribution 3.0 Spain