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Gender Recognition on Dutch Tweets - PDF
Computational arts in the Netherlands Journal 4 (2014) Submitted 06/2014; Published 12/2014 grammatical category credit on european nation Tweets Hans van Halteren Nander Speerstra Radboud establishment Nijmegen, CLS, Linguistics nonobjective In this paper, we investigate syntactic category savvy on Dutch chirp material, using a aggregation consisting of the brimming Tweet human activity (as far as naturally occurring in the Twi NL data set) of 600 users (known to be human individuals) terminated 2011 and We experimented with individual authorship identification techniques and various recognition features, victimisation grip textual matter only, in order to cause how well they could tell between manlike and female authors of Tweets. We achieved the best results, 95.5% true legal instrument in a 5-fold cross-validation on our corpus, with Support Vector Regression on all token unigrams. Two some other automotive vehicle learning systems, science Profiling and Ti MBL, come close to this result, at smallest once the input is first preprocessed with PCA. Introduction In the Netherlands, we rich person a quite specific assets in the form of the Twi NL data set: a time unit updated aggregation that plausibly contains at least 30% of the a people public tweet production since 2011 (Tjong Kim Sang and van den hieronymus bosch 2013).
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