From: A social trust and preference segmentation-based matrix factorization recommendation algorithm
Datasets | Dimension | Indicator | PMF | RSTE | SocialMF | TrustSVD | SPMF | Accuracy improvement |
---|---|---|---|---|---|---|---|---|
Epinions | K = 5 | MAE | 0.979 | 0.950 | 0.825 | 0.804 | 0.794 | 1.24% |
RMSE | 1.290 | 1.196 | 1.070 | 1.043 | 0.989 | 5.18% | ||
K = 10 | MAE | 0.909 | 0.958 | 0.826 | 0.805 | 0.762 | 5.34% | |
RMSE | 1.197 | 1.278 | 1.082 | 1.044 | 0.974 | 6.70% | ||
Ciao | K = 5 | MAE | 0.920 | 0.767 | 0.749 | 0.723 | 0.571 | 21.02% |
RMSE | 1.260 | 1.020 | 0.981 | 0.955 | 0.759 | 20.52% | ||
K = 10 | MAE | 0.822 | 0.763 | 0.749 | 0.723 | 0.565 | 21.85% | |
RMSE | 1.078 | 1.013 | 0.976 | 0.956 | 0.756 | 20.92% |