Deep reinforcement learning for page-wise recommendations.
Xiangyu ZhaoLong XiaLiang ZhangZhuoye DingDawei YinJiliang TangPublished in: RecSys (2018)
Keyphrases
- reinforcement learning
- website
- recommender systems
- web pages
- function approximation
- reinforcement learning algorithms
- machine learning
- page layout
- keywords
- pairwise
- state space
- making recommendations
- temporal difference
- learning process
- multi agent
- learning algorithm
- dynamic programming
- user preferences
- optimal policy
- model free
- multi agent reinforcement learning
- autonomous learning
- stochastic approximation
- data sets
- robotic control
- navigational patterns
- genetic algorithm
- function approximators
- learning agent
- learning capabilities
- search engine
- action selection
- link structure
- transfer learning
- web documents
- user profiles