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With these main choices, we performed a grid search for well-performing hyperparameters, with the following investigated values: The age component of the system is described in Nguyen et al.
It then chose the class for which the final score is highest.
Unigrams Single tokens, similar to the top function words, but then using all tokens instead of a subset. The ones used more by women are plotted in green, those used more by men in red.
Wat betreft de taal van al deze informatie, blijken we behoorlijk internationaal gericht te zijn: However, we do observe different behaviour when reversing the signs.
Assuming that any sequence including periods is likely to be a URL provesunwise, given that spacing between normal wordsis often irregular.
This meant that, if we still wanted to use k-nn, we would have to reduce the dimensionality of our feature vectors. This is in accordance with the hypothesis just suggested for the token n-grams, as normalization too brings the character n-grams closer to token unigrams.
And, obviously, it is unknown to which degree the information that is present is true.
A model, called profile, is constructed for each individual class, and the system determines for each author to which degree they are similar to the class profile. Figure 4 shows that the male population contains some more extreme exponents than the female population. When running the underlying systems 7.
In effect, this N is a further hyperparameter, which we varied from 1 to the total number of components usuallyas there are authorsusing a stepsize of 1 from 1 to 10, and then slowly increasing the stepsize to a maximum of 20 when over Sold by the author: From the aboutusers who are assigned a gender by TwiQS, we took a random selection in such a manner that the volume distribution i.
The second set of character n-grams is derived from the original tweets. Figure 5 shows all token unigrams.
The exception also leads to more varied classification by the different systems, yielding a wide range of scores. Printed and sold by Lulu.
Juola and Koppel et al. The unigrams do not judge him to write in an extremely female way, but all other feature types do.