提交 7a2666ea 编写于 作者: Y yaoxuefeng

Merge branch 'xuefeng' into 'develop'

modify rank readme

See merge request !13
...@@ -24,10 +24,10 @@ ...@@ -24,10 +24,10 @@
| :------------------: | :--------------------: | :---------: | | :------------------: | :--------------------: | :---------: |
| DNN | 多层神经网络 | -- | | DNN | 多层神经网络 | -- |
| wide&deep | Deep + wide(LR) | [Wide & Deep Learning for Recommender Systems](https://dl.acm.org/doi/abs/10.1145/2988450.2988454)(2016) | | wide&deep | Deep + wide(LR) | [Wide & Deep Learning for Recommender Systems](https://dl.acm.org/doi/abs/10.1145/2988450.2988454)(2016) |
| DeepFM | Deep + FM 并行 | [DeepFM: A Factorization-Machine based Neural Network for CTR Prediction](https://arxiv.org/abs/1703.04247)(2017) | | DeepFM | DeepFM | [DeepFM: A Factorization-Machine based Neural Network for CTR Prediction](https://arxiv.org/abs/1703.04247)(2017) |
| xDeepFM | DeepFM升级版 | [xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems](https://dl.acm.org/doi/abs/10.1145/3219819.3220023)(2018) | | xDeepFM | xDeepFM | [xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems](https://dl.acm.org/doi/abs/10.1145/3219819.3220023)(2018) |
| DCN | wide升级为Cross Layer Network | [Deep & Cross Network for Ad Click Predictions](https://dl.acm.org/doi/abs/10.1145/3124749.3124754)(2017) | | DCN | Deep Cross Network | [Deep & Cross Network for Ad Click Predictions](https://dl.acm.org/doi/abs/10.1145/3124749.3124754)(2017) |
| DIN | Embeddding层引入attention机制 | [Deep Interest Network for Click-Through Rate Prediction](https://dl.acm.org/doi/abs/10.1145/3219819.3219823)(2018) | | DIN | Deep Interest Network | [Deep Interest Network for Click-Through Rate Prediction](https://dl.acm.org/doi/abs/10.1145/3219819.3219823)(2018) |
## 使用教程 ## 使用教程
### 数据处理 ### 数据处理
...@@ -42,7 +42,7 @@ ...@@ -42,7 +42,7 @@
| Criteo | DNN | -- | 0.79395 | -- | -- | | Criteo | DNN | -- | 0.79395 | -- | -- |
| Criteo | DeepFM | 0.44797 | 0.8046 | -- | -- | | Criteo | DeepFM | 0.44797 | 0.8046 | -- | -- |
| Criteo | DCN | 0.44703564 | 0.80654419 | -- | -- | | Criteo | DCN | 0.44703564 | 0.80654419 | -- | -- |
| Criteo | xDeepFM | -- | 0.7308 | 0.48657 | -- | | Criteo | xDeepFM | -- | -- | 0.48657 | -- |
| Census-income Data | Wide&Deep | 0.76195(mean) | 0.90577(mean) | -- | -- | | Census-income Data | Wide&Deep | 0.76195(mean) | 0.90577(mean) | -- | -- |
| Amazon Product | DIN | 0.47005194 | 0.863794952818 | -- | -- | | Amazon Product | DIN | 0.47005194 | 0.863794952818 | -- | -- |
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