Link prediction is an important task applied in networks. Given a pair of nodes (u,v) we would need to predict f the edge between nodes u and v will be present or not. Link prediction is strongly related to recommendations, network reconstruction and network evolution. In this paper, we focus n the link prediction task applied to Wikipedia articles. Given sparsed subgraph of the Wikipedia network, we need to predict if a link exists between two Wikipedia pages u and v.