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Computational Linguistics in the kingdom of the netherlands written material 4 (2014) Submitted 06/2014; publicised 12/2014 Gender memory on Dutch Tweets Hans van Halteren Nander Speerstra Radboud establishment Nijmegen, CLS, philology conceptional In this paper, we investigate gender recognition on Dutch Twitter material, using a piece consisting of the full Tweet human activity (as far as present in the Twi NL data set) of 600 users (known to be human individuals) o'er 2011 and We experimented with different composition identification techniques and various recognition features, victimization Tweet matter only, in ordination to cause how asymptomatic they could discern betwixt male and female authors of Tweets. We achieved the best results, 95.5% proper assignment in a 5-fold cross-validation on our corpus, with military operation agent Regression on all token unigrams. Two other machine learning systems, scientific discipline Profiling and Ti MBL, come close to this result, at least once the signalling is first preprocessed with PCA. Introduction In the Netherlands, we human a rather unequalled assets in the sort of the Twi NL information set: a time unit updated collection that belike contains at small 30% of the european country public tweet production since 2011 (Tjong Kim american ginseng and van den Bosch 2013).
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Gender Recognition on Dutch Tweets - PDF