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计算广告 Computational Advertising

书籍 Books

  • 计算广告:互联网商业变现的市场与技术,刘鹏,王超著

论文

  1. 计算广告领域的Paper List: https://github.com/wnzhang/rtb-papers/
  2. Predicting Clicks: Estimating the Click-Through Rate for New Ads
  3. Web-Scale Bayesian Click-Through Rate Prediction for Sponsored Search Advertising in Microsoft’s Bing Search Engine
  4. Practical Lessons from Predicting Clicks on Ads at Facebook
  5. [Greedy function approximation:a gradient boosting machine]
  6. Ad Click Prediction: a View from the Trenches
  7. [Factorization Machines]
  8. [An Empirical Evaluation of Thompson Sampling]
  9. [Content-based Recommendation Systems]
  10. [Click-Through Rate Estimation for Rare Events in Online Advertising]
  11. [Wide & Deep Learning for Recommender System]
  12. [Deep Neural Networks for YouTube Recommendations]
  13. [Predictive Model Performance: Offline and Online Evaluations]
  14. Personalized Click Prediction in Sponsored Search

技术文章

CTR预估

  1. Google在CTR预估领域的工程实践经验 Ad Click Prediction: A View From the Trenches
  2. Google的Wide&Deep Wide & Deep Learning for Recommender Systems
  3. InfoQ:从逻辑回归到深度学习,点击率预测技术面面观 https://www.infoq.cn/article/click-through-rate-prediction
  4. Collaborative Filtering: http://kubicode.me/2019/01/16/Deep%20Learning/Collaborative-Filtering-Meet-to-Deep-Learning/#more
  5. Ad Click Prediction: a View from the Trenches笔记https://blog.csdn.net/fangqingan_java/article/details/51020653
  6. 知乎:广告ctr预估有什么值得推荐的论文?https://www.zhihu.com/question/26154847
  7. 知乎:主流CTR预估模型的演化及对比 https://zhuanlan.zhihu.com/p/35465875
  8. Github上关于计算广告的整理
  9. 代码实现

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