Recommendation on Yelp 2018 (Recall/NDCG @10 and @20)
6.79Recall@10SimGCF(I)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SimGCF(I)signal_processing=performing FSS on the low-frequency JGCF2025.12 | 6.79 | 5.5 | 10.75 | 6.82 | |
| SimGCF(III)signal_processing=performing FSS and SF on the high-frequency JGCF2025.12 | 6.72 | 5.49 | 10.82 | 6.86 | |
| JGCF*signal_filtering=low and high frequency signals considered; mid-frequency signals removed2025.12 | 6.69 | 5.41 | 10.66 | 6.73 | |
| RGCF2025.12 | 6.33 | 5.03 | 10.26 | 6.37 | |
| GTN2025.12 | 6.03 | 4.83 | 9.84 | 6.11 | |
| LightGCN2025.12 | 5.6 | 4.5 | 9.13 | 5.69 | |
| DirectAU2025.12 | 5.57 | 4.35 | 9.07 | 5.53 | |
| DGCF2025.12 | 5.27 | 4.19 | 8.56 | 5.28 | |
| NGCF2025.12 | 4.59 | 3.64 | 7.78 | 4.72 | |
| BPR2025.12 | 4.52 | 3.55 | 7.64 | 4.6 | |
| NeuMF2025.12 | 3.13 | 2.35 | 5.48 | 3.16 |