%0 Journal Article
%T Label-dependent Feature Extraction in Social Networks for Node Classification
%A Tomasz Kajdanowicz
%A Przemyslaw Kazienko
%A Piotr Doskocz
%J Computer Science
%D 2013
%I arXiv
%R 10.1007/978-3-642-16567-2_7
%X A new method of feature extraction in the social network for within-network classification is proposed in the paper. The method provides new features calculated by combination of both: network structure information and class labels assigned to nodes. The influence of various features on classification performance has also been studied. The experiments on real-world data have shown that features created owing to the proposed method can lead to significant improvement of classification accuracy.
%U http://arxiv.org/abs/1303.0095v1