1. BISMF Algorithm based on Probability Matrix Decomposition Model
- Author
-
Shuhua Li
- Subjects
Cold start ,Probabilistic matrix factorization ,Computer science ,Bayesian probability ,Decomposition (computer science) ,Stochastic matrix ,Graphical model ,Recommender system ,Algorithm ,Matrix decomposition - Abstract
In order to alleviate the problem of data sparsity and cold start, and improve the prediction accuracy, in this paper, we combine the user’s social network and scoring records, based on the existing work, based on the existing Bayesian probabilistic matrix factorization model, a Bayesian improved social matrix factorization algorithm based on probabilistic matrix factorization model is proposed. The experimental results show that the prediction accuracy of our method is higher than the existing methods.
- Published
- 2021