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Computational scientific discipline in the kingdom of the netherlands diary 4 (2014) Submitted 06/2014; publicized 12/2014 physiological property identification on Dutch Tweets Hans van Halteren Nander Speerstra Radboud University Nijmegen, CLS, arts impalpable In this paper, we canvas gender recognition on european country Twitter material, using a collection consisting of the full Tweet production (as far as existing in the Twi NL data set) of 600 users (known to be human individuals) period of play 2011 and We experimented with individual authorship profiling techniques and several recognition features, using twinge text only, in ordination to make how fortunate they could distinguish betwixt masculine and female authors of Tweets. We achieved the best results, 95.5% correct assignment in a 5-fold cross-validation on our corpus, with influence transmitter Regression on all disk unigrams. Two remaining machine learning systems, Linguistic identification and Ti MBL, come close to this result, at smallest when the input signal is first preprocessed with PCA. Introduction In the Netherlands, we have a rather unequalled resource in the signifier of the Twi NL data set: a every day updated collection that probably contains at to the lowest degree 30% of the country unrestricted nip creation since 2011 (Tjong Kim Sang and van den jerom bos 2013).


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