papers.md

Surveys

• Deep Learning based Recommender System: A Survey and New Perspectives
  • 2018
  • code
  • 提出了一种分类方式，比较全面的将各种基于深度学习的推荐系统进行分类，文章都比较新，值得深入阅读。
  • 代码不错，值得一读

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• [A review on deep learning for recommender systems: challenges and remedies]
  • 2018

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• Use of Deep Learning in Modern Recommendation System: A Summary of Recent Works
  • 2017 IJCA (International Journal of Computer Applications)

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• Deep Learning Based Recommendation: A Survey

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• Deep Learning Methods on Recommender System: A Survey of State-of-the-art

视频推荐

• The YouTube Video Recommendation System
  • 2010 RecSys, Google

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• Deep Neural Networks for YouTube Recommendations
  • 2016 RecSys, Google
  • code1
  • 深度候选集生成模型+深度排序模型
  • 优化指标是观看时长，而不是点击率

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• Real-time Video Recommendation Exploration【2016 SIGMOD, Peking U & TX video】

  • 解决问题：实时、精确、scalable on storm
  • 方法：a real-time MF based CF algorithm

• 检索方法

  • NIPS, ICML, ICLR, KDD, WWW, SIGIR, WSDM, RecSys,
  • recommender system, recommendation, deep learning, neural networks, collaborative filtering, matrix factorization, etc.