Click-Through Rate Prediction on iPinYou (test)
81.74AUCOPNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OPNNEmbedding order=102016.11 | 81.74 | 0.0052 | 0 | 0.1349 | |
| IPNNEmbedding order=102016.11 | 79.14 | 0.0052 | 0 | 0.1376 | |
| OptInterNumber of parameters=26M2021.08 | 78.25 | 0.0056 | — | — | |
| OptInter-MNumber of parameters=296M2021.08 | 78 | 0.0056 | — | — | |
| DeepFMNumber of parameters=19M2021.08 | 77.91 | 0.0056 | — | — | |
| AutoFISNumber of parameters=19M2021.08 | 77.9 | 0.0056 | — | — | |
| IPNNNumber of parameters=19M2021.08 | 77.84 | 0.0056 | — | — | |
| PINNumber of parameters=20M2021.08 | 77.82 | 0.0056 | — | — | |
| FNNNumber of parameters=19M2021.08 | 77.8 | 0.0056 | — | — | |
| FMNumber of parameters=19M2021.08 | 77.76 | 0.0056 | — | — | |
| OptInter-FNumber of parameters=23M2021.08 | 77.62 | 0.0057 | — | — | |
| Poly2Number of parameters=69M2021.08 | 77.4 | 0.0056 | — | — | |
| PNN*Structure=Combination of IPNN and OPNN, Embedding order=102016.11 | 76.61 | 0.005 | 0 | 0.174 | |
| CCPM2016.11 | 76.38 | 0.0055 | 0 | 0.0834 | |
| FNNEmbedding initialization=Pre-trained FM2016.11 | 76.19 | 0.0054 | 0 | 0.0964 | |
| LRNumber of parameters=0.9M2021.08 | 75.54 | 0.0057 | — | — | |
| FM2016.11 | 75.52 | 0.0055 | 0 | 0.0864 | |
| LR2016.11 | 73.43 | 0.0056 | 0 | 0.0735 |