【知识学习】推荐系统

参考

• https://zhuanlan.zhihu.com/p/72597928
• http://kubicode.me/2019/01/16/Deep Learning/Collaborative-Filtering-Meet-to-Deep-Learning/

主要文献：

• Real-time Attention Based Look-alike Model for Recommender System 腾讯

• Deep Learning Recommendation Model for Personalization and Recommendation Systems FB

• RecSys回顾

  • the ACM Conference Series on RecSys

  • 协同过滤&深度学习

  • 协同过滤经典方法

  • 推荐系统论文综述

  • 推荐系统文章专栏

  • 深度匹配模型

  • youtube推荐系统

  • Real-time Attention Based Look-alike Model for Recommender System2019 腾讯

  • Top-K Off-Policy Correction for a REINFORCE Recommender System**2019 google

  • Reinforcement Learning for Slate-based Recommender Systems: A Tractable Decomposition and Practical Methodology2019 google

  • Real-time Personalization using Embeddings for Search Ranking at AirbnbAirbnb 2018

  • Collaborative Memory Network for Recommendation Systems2018 Google （应用Netflix）

  • Neural Collaborative Filtering2017 新加坡国立大学

  • Deep Matrix Factorization Models for Recommender Systems2017

  • Audience Expansion for Online Social Network Advertisinglinkedin 2017

  • Deep Neural Networks for YouTube Recommendationsyoutube DNN 2016

  • Bayesian Personalized Ranking from Implicit Feedback经典方法

  • Item-Based Collaborative Filtering Recommendation Algorithms2001 经典方法