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dc.contributor.authorVogel, Carl
dc.contributor.authorMoreau, Erwan
dc.date.accessioned2022-10-11T10:56:43Z
dc.date.available2022-10-11T10:56:43Z
dc.date.issued2022
dc.date.submitted2022en
dc.identifier.citationMoreau, Erwan and Vogel, Carl, CLG Authorship Analytics: a library for authorship verification, International Journal of Digital Humanities, 2022en
dc.identifier.otherY
dc.description.abstractThe task of authorship verification consists in detecting whether two texts have been written by the same person. This paper describes the CLG Authorship Analytics software, which implements several individual methods as well as a stacked generalization system for authorship verification. The approach relies primarily on ensemble learning methods, i.e. repeatedly sampling the data in order to capture the invariant stylistic patterns. The approach is tested through a series of experiments designed to test the ability of the system to generalize, depending on various parameters. The code and results of the experiments are publicly available https://github.com/erwanm/clg-authorship-experiments.en
dc.language.isoenen
dc.relation.ispartofseriesInternational Journal of Digital Humanities;
dc.rightsYen
dc.subjectStylometryen
dc.subjectAuthorship verificationen
dc.subjectGenetic learningen
dc.subjectStacked generalizationen
dc.titleCLG Authorship Analytics: a library for authorship verificationen
dc.typeJournal Articleen
dc.type.supercollectionscholarly_publicationsen
dc.type.supercollectionrefereed_publicationsen
dc.identifier.peoplefinderurlhttp://people.tcd.ie/vogel
dc.identifier.peoplefinderurlhttp://people.tcd.ie/moreaue
dc.identifier.rssinternalid246642
dc.identifier.doihttps://doi.org/10.1007/s42803-022-00051-w
dc.rights.ecaccessrightsopenAccess
dc.subject.TCDThemeDigital Humanitiesen
dc.subject.TCDTagComputational Linguisticsen
dc.subject.TCDTagComputational linguisticsen
dc.subject.TCDTagauthorship attributionen
dc.subject.TCDTagauthorship profilingen
dc.subject.TCDTagcomputational linguisticsen
dc.subject.TCDTagcomputational stylisticsen
dc.subject.TCDTagforensic linguisticsen
dc.subject.TCDTagstylisticsen
dc.identifier.orcid_id0000-0001-8928-8546
dc.status.accessibleNen
dc.contributor.sponsorScience Foundation Ireland (SFI)en
dc.contributor.sponsorGrantNumber13/RC/2106en
dc.identifier.urihttp://hdl.handle.net/2262/101337


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