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

Table 8

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

Feature set	Gender
	LR-NP	LR-WP	SVM-NP	SVM-WP
D2V (1-gram)	71.05	71.05	71.05	68.42
D2V (1 + 2-grams)	71.05	71.05	68.42	71.05
D2V (1 + 2 + 3-grams)	78.95	81.58	78.95	81.58
Character 3-grams	84.21	84.21	84.21	84.21
Bag-of-Words	76.32	78.95	78.95	78.95