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7a2666ea
编写于
5月 09, 2020
作者:
Y
yaoxuefeng
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Merge branch 'xuefeng' into 'develop'
modify rank readme See merge request !13
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...
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@@ -24,10 +24,10 @@
| :------------------: | :--------------------: | :---------: |
| 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
)
|
| DeepFM | Deep
+ FM 并行
|
[
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
)
|
| 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
)
|
| 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
)
|
| DeepFM | Deep
FM
|
[
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
](
https://arxiv.org/abs/1703.04247
)(
2017
)
|
| xDeepFM |
xDeepFM
|
[
xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems
](
https://dl.acm.org/doi/abs/10.1145/3219819.3220023
)(
2018
)
|
| DCN |
Deep Cross
Network |
[
Deep & Cross Network for Ad Click Predictions
](
https://dl.acm.org/doi/abs/10.1145/3124749.3124754
)(
2017
)
|
| 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
### 数据处理
...
...
@@ -42,7 +42,7 @@
| Criteo | DNN | -- | 0.79395 | -- | -- |
| Criteo | DeepFM | 0.44797 | 0.8046 | -- | -- |
| 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) | -- | -- |
| Amazon Product | DIN | 0.47005194 | 0.863794952818 | -- | -- |
...
...
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