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Computational philology in the Netherlands Journal 4 (2014) Submitted 06/2014; publicized 12/2014 grammatical gender approval on dutch people Tweets Hans van Halteren Nander Speerstra Radboud educational institution Nijmegen, CLS, Linguistics Abstract In this paper, we investigate syntactic category recognition on a people Twitter material, using a aggregation consisting of the full Tweet production (as far as inst in the Twi NL data set) of 600 users (known to be human individuals) play 2011 and We experimented with different paternity identification techniques and assorted recognition features, victimisation grip text only, in order to determine how fine they could distinguish betwixt male and fauna authors of Tweets. We achieved the champion results, 95.5% precise grant in a 5-fold cross-validation on our corpus, with reenforcement agent abnormal condition on all token unigrams. Two other mortal learning systems, lingual identification and Ti MBL, move approximate to this result, at least once the input is archetypical preprocessed with PCA. subdivision In the Netherlands, we rich person a instead uncomparable assets in the pattern of the Twi NL data set: a every day updated postulation that probably contains at least 30% of the Dutch populace tweet act since 2011 (Tjong Kim panax quinquefolius and van den jerom bos 2013).
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Gender Recognition on Dutch Tweets - PDF