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On the multilingual and genre robustness of EmoGraphs for author profiling in social media

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On the multilingual and genre robustness of EmoGraphs for author profiling in social media

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dc.contributor.author Rangel, Francisco es_ES
dc.contributor.author Rosso, Paolo es_ES
dc.date.accessioned 2016-05-19T10:03:00Z
dc.date.available 2016-05-19T10:03:00Z
dc.date.issued 2015-11-20
dc.identifier.isbn 978-3-319-24026-8
dc.identifier.issn 0302-9743
dc.identifier.uri http://hdl.handle.net/10251/64381
dc.description The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-319-24027-5_28 es_ES
dc.description.abstract Author profiling aims at identifying different traits such as age and gender of an author on the basis of her writings. We propose the novel EmoGraph graph-based approach where morphosyntactic categories are enriched with semantic and affective information. In this work we focus on testing the robustness of EmoGraphs when applied to age and gender identification. Results with PAN-AP-14 corpus show the competitiveness of the representation over genres and languages. Finally, some interesting insights are shown, for example with topic and emotion bounded genres such as hotel reviews. es_ES
dc.description.sponsorship The research has been carried out in the framework of the European Commission WIQ-EI IRSES (no. 269180) and DIANA - Finding Hidden Knowledge in Texts (TIN2012-38603-C02) projects. The work of the first author was partially funded by Autoritas Consulting SA and by Spanish Ministry of Economics under grant ECOPORTUNITY IPT-2012-1220-430000. es_ES
dc.language Inglés es_ES
dc.publisher Springer International Publishing es_ES
dc.relation.ispartof Experimental IR Meets Multilinguality, Multimodality, and Interaction: 6th International Conference of the CLEF Association, CLEF'15, Toulouse, France, September 8-11, 2015, Proceedings es_ES
dc.relation.ispartofseries Lecture Notes in Computer Science;9283
dc.rights Reserva de todos los derechos es_ES
dc.subject Author profiling es_ES
dc.subject Age identification es_ES
dc.subject Gender identification es_ES
dc.subject Emotion-labeled graphs es_ES
dc.subject EmoGraph es_ES
dc.subject.classification LENGUAJES Y SISTEMAS INFORMATICOS es_ES
dc.title On the multilingual and genre robustness of EmoGraphs for author profiling in social media es_ES
dc.type Capítulo de libro es_ES
dc.identifier.doi 10.1007/978-3-319-24027-5_28
dc.relation.projectID info:eu-repo/grantAgreement/EC/FP7/269180/EU/Web Information Quality Evaluation Initiative/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/MINECO//TIN2012-38603-C02/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/MINECO//IPT-2012-1220-430000/ES/ECOPORTUNITY/ es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació es_ES
dc.description.bibliographicCitation Rangel, F.; Rosso, P. (2015). On the multilingual and genre robustness of EmoGraphs for author profiling in social media. En Experimental IR Meets Multilinguality, Multimodality, and Interaction: 6th International Conference of the CLEF Association, CLEF'15, Toulouse, France, September 8-11, 2015, Proceedings. Springer International Publishing. 274-280. https://doi.org/10.1007/978-3-319-24027-5_28 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion http://link.springer.com/chapter/10.1007/978-3-319-24027-5_28 es_ES
dc.description.upvformatpinicio 274 es_ES
dc.description.upvformatpfin 280 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.relation.senia 306212 es_ES
dc.contributor.funder European Commission es_ES
dc.contributor.funder Autoritas Consulting, S.A. es_ES
dc.contributor.funder Ministerio de Economía y Competitividad es_ES
dc.description.references Argamon, S., Koppel, M., Fine, J., Shimoni, A.: Gender, genre, and writing style informal written texts. TEXT 23, 321–346 (2003) es_ES
dc.description.references Levin, B.: English Verb Classes and Alternations. University of Chicago Press, Chicago (1993) es_ES
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dc.description.references Rangel, F., Rosso, P.: On the impact of emotions on author profiling. Information Processing & Management, Special Issue on Emotion and Sentiment in Social and Expressive Media (in press, 2015) es_ES
dc.description.references Rangel, F., Rosso, P., Chugur, I., Potthast, M., Trenkmann, M., Stein, B., Verhoeven, B., Daelemans, W.: Overview of the 2nd author profiling task at pan 2014. In: Cappellato L., Ferro N., Halvey M., Kraaij, W. (eds.) CLEF 2014 Labs and Workshops, Notebook Papers. CEUR-WS.org, vol. 1180 (2014) es_ES
dc.description.references Rangel, F., Rosso, P., Koppel, M., Stamatatos, E., Inches, G.: Overview of the author profiling task at pan 2013. In: Forner, P., Navigli, R., Tufis, D. (eds.) Notebook Papers of CLEF 2013 LABs and Workshops. CEUR-WS.org, vol. 1179 (2013) es_ES
dc.description.references Sidorov, G., Miranda-Jimnez, S., Viveros-Jimnez, F., Gelbukh, F., Castro-Snchez, N., Velsquez, F., Daz-Rangel, I., Surez-Guerra, S., Trevio, A., Gordon-Miranda, J.: Empirical study of opinion mining in spanish tweets. In: 11th Mexican International Conference on Artificial Intelligence, MICAI, pp. 1–4 (2012) es_ES
dc.description.references Strapparava, C., Valitutti, A.: Wordnet-affect: an affective extension of wordnet. In: Proceedings of the 4th International Conference on Language Resources and Evaluation, Lisbon (2004) es_ES


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