Improving Feature Representation Based on a Neural Network for Author Profiling in Social Media Texts

Table 7

Obtained results (accuracy, %) for gender classification on the PAN author profiling 2015 Dutch training corpus under 10-fold cross-validation.

Feature set	Gender
	LR-NP	LR-WP	SVM-NP	SVM-WP
D2V (1-gram)	61.76	67.65	61.76	64.71
D2V (1 + 2-grams)	64.71	70.59	67.65	73.53
D2V (1 + 2 + 3-grams)	61.76	58.82	67.65	64.71
Character 3-grams	76.47	76.47	76.47	76.47
Bag-of-Words	64.71	67.65	64.71	70.59