Item Recommendation on Yelp (test)
91.28HR@10PEAGAT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PEAGATEntity-awareness=true2020.10 | 91.28 | — | — | — | 66.41 | — | — | |
| PEAGCNEntity-awareness=true2020.10 | 91.25 | — | — | — | 64.43 | — | — | |
| PEAGATEntity-awareness=false2020.10 | 90.57 | — | — | — | 63.82 | — | — | |
| PEAGCNEntity-awareness=false2020.10 | 90.41 | — | — | — | 63.79 | — | — | |
| PEASageEntity-awareness=true2020.10 | 88.37 | — | — | — | 63.08 | — | — | |
| PEASageEntity-awareness=false2020.10 | 87.72 | — | — | — | 62.47 | — | — | |
| KGAT2020.10 | 87.62 | — | — | — | 61.36 | — | — | |
| LGC2020.10 | 87.44 | — | — | — | 61.22 | — | — | |
| CFKG2020.10 | 87.29 | — | — | — | 58.26 | — | — | |
| MultiGCCF2020.10 | 86.39 | — | — | — | 61.2 | — | — | |
| NFM2020.10 | 85.95 | — | — | — | 60.62 | — | — | |
| KGCN2020.10 | 81.25 | — | — | — | 46.68 | — | — | |
| NGCF2020.10 | 80.68 | — | — | — | 48.1 | — | — | |
| Metapath2Vec2020.10 | 63.07 | — | — | — | 40.2 | — | — | |
| HeRec2020.10 | 55.33 | — | — | — | 33.02 | — | — | |
| ConvNCFEmbedding size=64, Optimizer=Adagrad2018.08 | 30.86 | 19.78 | 44.3 | 12.43 | 16 | 19.39 | — | |
| NeuMFEmbedding size=64, Optimizer=Adagrad, Number of layers=1 to 32018.08 | 29.58 | 18.81 | 43.85 | 11.89 | 15.36 | 18.95 | 3 | |
| JRLEmbedding size=64, Optimizer=Adagrad, Number of layers=1 to 32018.08 | 29.22 | 18.58 | 43.43 | 11.77 | 15.19 | 18.77 | 3.9 | |
| MLPEmbedding size=64, Optimizer=Adagrad, Number of layers=1 to 32018.08 | 28.31 | 17.66 | 42.03 | 11.03 | 14.46 | 17.92 | 9.2 | |
| MF-BPREmbedding size=64, Optimizer=Adagrad2018.08 | 28.17 | 17.52 | 42.03 | 11.04 | 14.47 | 17.96 | 9.5 | |
| ItemPopEmbedding size=64, Optimizer=Adagrad2018.08 | 11.47 | 7.1 | 17.32 | 3.65 | 5.05 | 6.52 | 227.6 |