WMPLP: A model for link prediction in heterogeneous social networks
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...
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Published in | 2014 4th International Symposium ISKO-Maghreb: Concepts and Tools for knowledge Management (ISKO-Maghreb) pp. 1 - 4 |
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Main Authors | , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.11.2014
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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. |
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AbstractList | 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. |
Author | Mohdeb, Djamila Boubetra, Abdelhak Charikhi, Mourad |
Author_xml | – sequence: 1 givenname: Djamila surname: Mohdeb fullname: Mohdeb, Djamila email: djamila.mhb@gmail.com organization: Comput. Sci. Dept., Univ. of Bordj Bou Arreridj, Bordj Bou Arreridj, Algeria – sequence: 2 givenname: Abdelhak surname: Boubetra fullname: Boubetra, Abdelhak email: boubetraabd@yahoo.fr organization: Comput. Sci. Dept., Univ. of Bordj Bou Arreridj, Bordj Bou Arreridj, Algeria – sequence: 3 givenname: Mourad surname: Charikhi fullname: Charikhi, Mourad email: mcharikhi@yahoo.fr organization: Comput. Sci. Dept., Univ. of Bordj Bou Arreridj, Bordj Bou Arreridj, Algeria |
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Snippet | Heterogeneous social networks present a great challenge for link mining tasks and especially for link prediction. Recent work insists on the importance of... |
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SubjectTerms | Computational modeling Data mining Educational institutions Feature extraction Heterogeneous social networks Link prediction Link strength Predictive models Random walks Social network services Sun |
Title | WMPLP: A model for link prediction in heterogeneous social networks |
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