From dc2894cafc9a033adf03ca8f6e076635b2ce4aaa Mon Sep 17 00:00:00 2001 From: yaoxuefeng Date: Sat, 9 May 2020 12:55:09 +0800 Subject: [PATCH] modify rank readme --- models/rank/readme.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/models/rank/readme.md b/models/rank/readme.md index 614a34dc..6b790de2 100644 --- a/models/rank/readme.md +++ b/models/rank/readme.md @@ -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 | DeepFM | [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 | -- | -- | -- GitLab