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add CTR/CVR predicion paper: Entire Space Multi-Task Model: An Effect…
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…ive Approach for Estimating Post-Click Conversion Rate
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RominYue committed May 12, 2018
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Expand Up @@ -77,6 +77,8 @@ Google大名鼎鼎的用FTRL解决CTR在线预估的工程文章,非常经典
* [Practical Lessons from Predicting Clicks on Ads at Facebook.pdf](https://github.com/wzhe06/Ad-papers/blob/master/CTR%20Prediction/Practical%20Lessons%20from%20Predicting%20Clicks%20on%20Ads%20at%20Facebook.pdf) <br />
Facebook的一篇非常出名的文章,GBDT+LR/FM解决CTR预估问题,工程性很强
* [Wide & Deep Learning for Recommender Systems.pdf](https://github.com/wzhe06/Ad-papers/blob/master/CTR%20Prediction/Wide%20%26%20Deep%20Learning%20for%20Recommender%20Systems.pdf) <br />
* [Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate](https://github.com/wzhe06/Ad-papers/blob/master/CTR%20Prediction/Entire%20Space%20Multi-Task%20Model:%20An%20Effective%20Approach%20for%20Estimating%20Post-Click%20Conversion%20Rate)<br />
Sigir 2018的预估CVR的一篇短文,阿里妈妈发表。利用multi-task learning思想同时训练CTR和CTR\*CVR,CVR作为中间结果可以拿到。有效解决数据稀疏性和样本空间偏置的问题。


### Explore and Exploit
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