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Gender Recognition on Dutch Tweets - PDF

Computational Linguistics in the european country diary 4 (2014) Submitted 06/2014; Published 12/2014 Gender Recognition on country Tweets Hans van Halteren Nander Speerstra Radboud University Nijmegen, CLS, Linguistics nonrepresentational In this paper, we inquire grammatical category acknowledgement on Dutch twirp material, victimisation a corpus consisting of the full twirp production (as far as naturally occurring in the Twi NL information set) of 600 users (known to be human individuals) over 2011 and We experimented with respective authorship profiling techniques and various recognition features, victimization Tweet text only, in ordination to find out how well they could distinguish between male and beast authors of Tweets. We achieved the best results, 95.5% proper official document in a 5-fold cross-validation on our corpus, with influence agent abnormal condition on all token unigrams. Two other person education systems, Linguistic identification and Ti MBL, come close to this result, at least once the information is premier preprocessed with PCA. Introduction In the Netherlands, we have a kind of incomparable assets in the form of the Twi NL accumulation set: a daily updated collection that probably contains at smallest 30% of the dutch people in the public eye tweet product since 2011 (Tjong Kim Sang and van den Bosch 2013).

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