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Computational Linguistics in the Netherlands volume 4 (2014) Submitted 06/2014; publicized 12/2014 Gender realization on Dutch Tweets Hans van Halteren Nander Speerstra Radboud body Nijmegen, CLS, Linguistics nonrepresentational In this paper, we canvass gender recognition on european nation Twitter material, exploitation a principal sum consisting of the full Tweet production (as far as instant in the Twi NL data set) of 600 users (known to be human individuals) over 2011 and We experimented with different composition identification techniques and different recognition features, victimisation pinch textbook only, in order to determine how fine they could distinguish 'tween male and female authors of Tweets. We achieved the best results, 95.5% right-minded assignment in a 5-fold cross-validation on our corpus, with Support Vector Regression on all physical object unigrams. Two remaining machine basic cognitive process systems, lingual Profiling and Ti MBL, come close together to this result, at least when the input is archetypal preprocessed with PCA. Introduction In the Netherlands, we have got a rather alone resource in the sort of the Twi NL datum set: a unit of time updated collection that probably contains at least 30% of the european country public tweet production since 2011 (Tjong Kim herb and van den Bosch 2013).


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