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Gender Recognition on Dutch Tweets - PDF

Computational humanistic discipline in the Netherlands axle 4 (2014) Submitted 06/2014; Published 12/2014 grammatical category realisation on european nation Tweets Hans van Halteren Nander Speerstra Radboud body Nijmegen, CLS, humanistic discipline Abstract In this paper, we investigate gender recognition on Dutch cheep material, victimization a corpus consisting of the full twitch production (as far as existing in the Twi NL data set) of 600 users (known to be cause individuals) ended 2011 and We experimented with several authorship profiling techniques and various recognition features, using Tweet school text only, in arrangement to determine how cured they could distinguish betwixt young-begetting and female authors of Tweets. We achieved the best results, 95.5% right assignment in a 5-fold cross-validation on our corpus, with documentation transmitter statistical regression on all token unigrams. Two other human learning systems, Linguistic identification and Ti MBL, come up close to this result, at least when the input is first-year preprocessed with PCA. beginning In the Netherlands, we have a instead unusual assets in the form of the Twi NL information set: a paper updated collection that likely contains at smallest 30% of the a people public chirp production since 2011 (Tjong Kim Sang and van den Bosch 2013).

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