CTR prediction on Book-Crossing (test)
92.38AUCKNI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| KNIhop number=12019.08 | 92.38 | 84.72 | — | |
| NIhop number=12019.08 | 91.6 | 83.62 | — | |
| RippleNethop number=12019.08 | 87.36 | 79.75 | — | |
| MCRec2019.08 | 87.08 | 79.3 | — | |
| PinSagehop number=12019.08 | 86.34 | 78.04 | — | |
| CKE2019.08 | 85.72 | 78.39 | — | |
| DKN2019.08 | 84.55 | 76.79 | — | |
| Wide&Deep2019.08 | 84.01 | 76.84 | — | |
| libFM2019.08 | 83 | 75.97 | — | |
| KNIhop number=12019.08 | 77.23 | 70.63 | — | |
| NIhop number=12019.08 | 74.68 | 67.96 | — | |
| KGNN-LS2019.05 | 74.4 | — | — | |
| PER2019.08 | 73.92 | 69.39 | — | |
| KGCN-sumaggregator=sum2019.03 | 73.8 | — | 68.8 | |
| MKR2019.01 | 73.4 | 70.4 | — | |
| KGCN-concataggregator=concat2019.03 | 73.4 | — | 68.1 | |
| RippleNet2019.01 | 72.9 | 66.2 | — | |
| RippleNethop number=32019.08 | 72.9 | 66.3 | — | |
| KGCN-neighboraggregator=neighbor2019.03 | 72.8 | — | 67.9 | |
| RippleNet2019.05 | 72.7 | — | — | |
| MCRec2019.08 | 72.5 | 67.07 | — | |
| KGCN-avgaggregator=average2019.03 | 72.2 | — | 68.2 | |
| MKR-stitchArchitecture=cross-stitch network variant2019.01 | 72.1 | 68.2 | — | |
| RippleNet2019.03 | 71.5 | — | 65 | |
| Wide&Deep2019.01 | 71.2 | 62.4 | — | |
| Wide&Deep2019.08 | 71.1 | 62.3 | — | |
| PinSagehop number=12019.08 | 71.02 | 64.77 | — | |
| MKR-DCNArchitecture=DCN-based variant2019.01 | 70.5 | 67.6 | — | |
| LibFM + TransE2019.03 | 69.8 | — | 62.2 | |
| LibFM + TransETransE dimension=322019.05 | 69.8 | — | — | |
| LibFM2019.03 | 69.1 | — | 61.8 | |
| LibFMdimension={1, 1, 8}, training epochs=502019.05 | 69.1 | — | — | |
| LibFM2019.01 | 68.5 | 64 | — | |
| libFM2019.08 | 68.5 | 63.9 | — | |
| CKE2019.03 | 67.7 | — | 61.1 | |
| CKEembedding dimension=128, KG training weight=0.12019.05 | 67.7 | — | — | |
| CKE2019.08 | 67.6 | 64.22 | — | |
| SVD2019.03 | 67.2 | — | 63.5 | |
| SVD2019.05 | 67.2 | — | — | |
| CKE2019.01 | 67.1 | 63.3 | — | |
| DKN2019.08 | 64.88 | 63.33 | — | |
| PER2019.01 | 62.3 | 58.8 | — | |
| PER2019.08 | 62.3 | 58.8 | — | |
| DKN2019.01 | 62.2 | 59.8 | — | |
| PER2019.03 | 61.7 | — | 56.2 | |
| PERmeta-paths=user-book-author-book, user-book-genre-book2019.05 | 61.7 | — | — |