Title :
WMPLP: A model for link prediction in heterogeneous social networks
Author :
Mohdeb, Djamila ; Boubetra, Abdelhak ; Charikhi, Mourad
Author_Institution :
Comput. Sci. Dept., Univ. of Bordj Bou Arreridj, Bordj Bou Arreridj, Algeria
Abstract :
Heterogeneous social networks present a great challenge for link mining tasks and especially for link prediction. Recent work insists on the importance of information heterogeneity intelligent exploitation in order to achieve best results. That will be more possible only with the development of new techniques that may represent heterogeneous network in an effective way making it possible to simplify the task of prediction. In this paper, we propose a new method for link prediction WMPLP (Weighted Meta Path-based Link Prediction) which follows a hybrid approach between meta-path prediction methodology and supervised random walks relational methodology.
Keywords :
data mining; social networking (online); WMPLP; heterogeneous social networks; link mining tasks; meta-path prediction methodology; supervised random walks relational methodology; weighted meta path-based link prediction; Computational modeling; Data mining; Educational institutions; Feature extraction; Predictive models; Social network services; Sun; Heterogeneous social networks; Link prediction; Link strength; Random walks;
Conference_Titel :
ISKO-Maghreb: Concepts and Tools for knowledge Management (ISKO-Maghreb), 2014 4th International Symposium
Conference_Location :
Algiers
Print_ISBN :
978-1-4799-7507-5
DOI :
10.1109/ISKO-Maghreb.2014.7033447