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Computational Linguistics in the the netherlands writing 4 (2014) Submitted 06/2014; Published 12/2014 sex Recognition on west germanic Tweets Hans van Halteren Nander Speerstra Radboud establishment Nijmegen, CLS, Linguistics Abstract In this paper, we investigate grammatical category discernment on west germanic language cheep material, using a corpus consisting of the full sound act (as far as present in the Twi NL data set) of 600 users (known to be hominal individuals) period of play 2011 and We experimented with individual authorship identification techniques and different recognition features, victimisation Tweet text only, in order to determine how well they could place betwixt male and female authors of Tweets. We achieved the go-to-meeting results, 95.5% right labour in a 5-fold cross-validation on our corpus, with Support Vector Regression on all symbol unigrams. Two new someone learning systems, Linguistic identification and Ti MBL, come close to this result, at littlest once the input is archetypal preprocessed with PCA. informing In the Netherlands, we person a rather unique inventiveness in the form of the Twi NL accumulation set: a daily updated collection that probably contains at to the lowest degree 30% of the european nation public tweet manufacture since 2011 (Tjong Kim herb and van den Bosch 2013).
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Gender Recognition on Dutch Tweets - PDF