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With only token unigrams, the recognition accuracy was 80.5%, while using all features together increased this only slightly to 80.6%. (2014) examined about 9 million tweets by 14,000 Twitter users tweeting in American English.They used lexical features, and present a very good breakdown of various word types.2004), with and without preprocessing the input vectors with Principal Component Analysis (PCA; (Pearson 1901); (Hotelling 1933)).We also varied the recognition features provided to the techniques, using both character and token n-grams.The general quality of the assignment is unknown, but in the (for this purpose) rather unrepresentative sample of users we considered for our own gender assignment corpus (see below), we find that about 44% of the users are assigned a gender, which is correct in about 87% of the cases.Another system that predicts the gender for Dutch Twitter users is Tweet Genie ( that one can provide with a Twitter user name, after which the gender and age are estimated, based on the user s last 200 tweets.
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We then experimented with several author profiling techniques, namely Support Vector Regression (as provided by LIBSVM; (Chang and Lin 2011)), Linguistic Profiling (LP; (van Halteren 2004)), and Ti MBL (Daelemans et al.Gender recognition has also already been applied to Tweets. (2010) examined various traits of authors from India tweeting in English, combining character N-grams and sociolinguistic features like manner of laughing, honorifics, and smiley use.
"I just hope people understand that this is a human failing and he will not be lost to political life forever."Fox's marriage didn't survive the scandal, and "the man became a shadow of himself as he spent time in the penalty box (of the backbenches)," says a Liberal insider. Fox returned to Trudeau's cabinet in 1980 as communications minister and, during John Turner's short-lived tenure, was international trade minister.… continue reading »
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However, Coolio has now raised doubts about the authenticity of his turn on the show by claiming Mimi wasn’t his girlfriend. It was all set up,” he tells Britain’s Daily Record, “I’m nothing like that (how I was portrayed on the show). There’s no real legal justification for it this time, sure, but I can dream. … continue reading »
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