算法 | Tmall | Diginetica | ||||||
Prec@10 | MRR@10 | Prec@20 | MRR@20 | Prec@10 | MRR@10 | Prec@20 | MRR@20 | |
Item-KNN | 6.65 | 3.11 | 9.15 | 3.31 | 25.07 | 10.77 | 35.75 | 11.57 |
FPMC | 13.10 | 7.12 | 16.06 | 7.32 | 15.43 | 6.20 | 26.53 | 6.95 |
GRU4REC | 9.47 | 5.78 | 10.93 | 5.89 | 17.93 | 7.33 | 29.45 | 8.33 |
NARM | 19.17 | 10.42 | 23.30 | 10.70 | 35.44 | 15.13 | 49.70 | 16.17 |
STAMP | 22.63 | 13.12 | 26.47 | 13.36 | 33.98 | 14.26 | 45.64 | 14.32 |
SR-GNN | 23.41 | 13.45 | 27.57 | 13.72 | 36.86 | 15.52 | 50.73 | 17.59 |
GCE-GNN | 28.01 | 15.08 | 33.42 | 15.42 | 41.16 | 18.15 | 54.22 | 19.04 |
FGNN | 20.67 | 10.07 | 25.24 | 10.39 | 37.72 | 15.95 | 50.58 | 16.84 |
DHCN | 25.14 | 13.91 | 30.43 | 14.26 | 39.87 | 17.53 | 53.18 | 18.44 |
DHCN-COTREC | 31.41 | 17.81 | 38.01 | 18.26 | 40.83 | 17.76 | 54.49 | 18.71 |
提升(%) | 24.94 | 28.04 | 24.91 | 28.05 | 2.48 | 1.31 | 2.46 | 1.46 |