WANG Meng-meng, ZUO Wan-li, WANG Ying. Link Prediction Model Based on Weighted Nonnegative Matrix Factorization[J]. Acta Electronica Sinica, 2016, 44(10): 2391-2397.
WANG Meng-meng, ZUO Wan-li, WANG Ying. Link Prediction Model Based on Weighted Nonnegative Matrix Factorization[J]. Acta Electronica Sinica, 2016, 44(10): 2391-2397. DOI: 10.3969/j.issn.0372-2112.2016.10.016.
on the basis of weighted and dynamic link prediction features
we utilize nonnegative matrix factorization to predict existence and directivity of link from user-based and post-based dimension by employing relationship-based factor to constrain objective function.Experiments on real-world dataset demonstrate the effectiveness of the proposed framework.Further experiments are conducted to understand the importance of features' weights and temporal information in link prediction.