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阿里妈妈在 2018 KDD 的一篇论文,通过强化学习探索 RTB 的出价问题
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WuLC committed May 8, 2018
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* [Real-Time Bidding by Reinforcement Learning in Display Advertising.pdf](https://github.com/wzhe06/Ad-papers/blob/master/Bidding%20Strategy/Real-Time%20Bidding%20by%20Reinforcement%20Learning%20in%20Display%20Advertising.pdf) <br />
* [Research Frontier of Real-Time Bidding based Display Advertising.pdf](https://github.com/wzhe06/Ad-papers/blob/master/Bidding%20Strategy/Research%20Frontier%20of%20Real-Time%20Bidding%20based%20Display%20Advertising.pdf) <br />
张伟楠博士的一篇介绍竞价算法的ppt,可以非常清晰的了解该问题的主要方法
* [Deep Reinforcement Learning for Sponsored Search Real-time Bidding.pdf]
阿里妈妈搜索广告团队的论文,通过 Reinforcement Learning 探索实时出价问题<br />

### Budget Control
广告系统中Pacing,预算控制,以及怎么把预算控制与其他模块相结合的问题
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