dc.contributor.author | VOGEL, CARL | en |
dc.contributor.editor | Efstathios Stamatatos, Martin Potthast, Francisco Rangel, Paolo Rosso and Benno Stein | en |
dc.date.accessioned | 2015-09-16T15:30:58Z | |
dc.date.available | 2015-09-16T15:30:58Z | |
dc.date.created | September 8-11, 2015 | en |
dc.date.issued | 2015 | en |
dc.date.submitted | 2015 | en |
dc.identifier.citation | Erwan Moreau, Arun Jayapal, Gerard Lynch, and Carl Vogel, Author verification: basic stacked generalization applied to predictions from a set of heterogeneous learners, PAN/CLEF Evaluation Lab 2015, Toulouse, France, September 8-11, 2015, Efstathios Stamatatos, Martin Potthast, Francisco Rangel, Paolo Rosso and Benno Stein, 2015 | en |
dc.identifier.other | Y | en |
dc.identifier.uri | http://hdl.handle.net/2262/74580 | |
dc.description | PUBLISHED | en |
dc.description | Toulouse, France | en |
dc.description.abstract | In this paper we present the system we submitted to the PAN 2015 competition for the author verification task. We consider the task as a supervised classification problem, where each case in a dataset is an instance. Our approach combines the output from multiple learners using basic stacked generalization. The individual learners are obtained using five distinct approaches, each trained using a generic genetic algorithm. Our system performed well on the test set: the macro-average score was 0.61 (2nd best). | en |
dc.description.sponsorship | This research is supported by Science Foundation Ireland through the CNGL Programme (Grant 12/CE/I2267) in the ADAPT Centre (www.adaptcentre.ie) at Trinity College, University of Dublin. | en |
dc.language.iso | en | en |
dc.rights | Y | en |
dc.title | Author verification: basic stacked generalization applied to predictions from a set of heterogeneous learners | en |
dc.title.alternative | PAN/CLEF Evaluation Lab 2015 | en |
dc.type | Conference Paper | en |
dc.contributor.sponsor | Science Foundation Ireland (SFI) | en |
dc.type.supercollection | scholarly_publications | en |
dc.type.supercollection | refereed_publications | en |
dc.identifier.peoplefinderurl | http://people.tcd.ie/vogel | en |
dc.identifier.rssinternalid | 106261 | en |
dc.rights.ecaccessrights | openAccess | |
dc.contributor.sponsorGrantNumber | 12/CE/I2267 | en |
dc.subject.TCDTheme | Digital Humanities | en |
dc.subject.TCDTheme | Intelligent Content & Communications | en |
dc.subject.TCDTag | Computational linguistics | en |
dc.subject.TCDTag | Corpus Linguistics | en |
dc.subject.TCDTag | authorship attribution | en |
dc.subject.TCDTag | authorship profiling | en |
dc.subject.TCDTag | stylistics | en |
dc.identifier.rssuri | http://ceur-ws.org/Vol-1391/132-CR.pdf | en |
dc.identifier.rssuri | http://www.uni-weimar.de/medien/webis/events/pan-15/pan15-papers-final/pan15-authorship-verification/moreau15-notebook.pdf | en |
dc.identifier.orcid_id | 0000--000-8928-8546 | en |