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Detecting Discourse-Independent Negated Forms of Public Textual Cyberbullying

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Detecting Discourse-Independent Negated Forms of Public Textual Cyberbullying

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dc.contributor.author Power, Aurelia es_ES
dc.contributor.author Keane, Anthony es_ES
dc.contributor.author Nolan, Brian es_ES
dc.contributor.author O'Neill, Brian es_ES
dc.date.accessioned 2018-09-03T12:24:03Z
dc.date.available 2018-09-03T12:24:03Z
dc.date.issued 2018-07-12
dc.identifier.uri http://hdl.handle.net/10251/106473
dc.description.abstract [EN] Cyberbullying is a risk associated with the online safety of young people and, in this paper, we address one of its most common implicit forms – negation-based forms. We first describe the role of negation in public textual cyberbullying interaction and identify the cyberbullying constructions that characterise these forms. We then formulate the overall detection mechanism which captures the three necessary and sufficient elements of public textual cyberbullying – the personal marker, the dysphemistic element, and the link between them. Finally, we design rules to detect both overt and covert negation-based forms, and measure their effectiveness using a development dataset, as well as a novel test dataset, across several metrics: accuracy, precision, recall, and the F1-measure. The results indicate that the rules we designed closely resemble the performance of human annotators across all measures. es_ES
dc.language Inglés es_ES
dc.publisher Universitat Politècnica de València
dc.relation.ispartof Journal of Computer-Assisted Linguistic Research
dc.rights Reconocimiento - No comercial - Sin obra derivada (by-nc-nd) es_ES
dc.subject Cyberbullying detection es_ES
dc.subject Dependency parsing es_ES
dc.subject Negation es_ES
dc.subject Natural language processing es_ES
dc.title Detecting Discourse-Independent Negated Forms of Public Textual Cyberbullying es_ES
dc.type Artículo es_ES
dc.date.updated 2018-09-03T12:16:48Z
dc.identifier.doi 10.4995/jclr.2018.8917
dc.rights.accessRights Abierto es_ES
dc.description.bibliographicCitation Power, A.; Keane, A.; Nolan, B.; O'neill, B. (2018). Detecting Discourse-Independent Negated Forms of Public Textual Cyberbullying. Journal of Computer-Assisted Linguistic Research. 2(1):1-20. doi:10.4995/jclr.2018.8917 es_ES
dc.relation.publisherversion https://doi.org/10.4995/jclr.2018.8917 es_ES
dc.description.upvformatpinicio 1 es_ES
dc.description.upvformatpfin 20 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 2
dc.description.issue 1
dc.identifier.eissn 2530-9455
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