Off-policy evaluation for slate recommendation.
Adith SwaminathanAkshay KrishnamurthyAlekh AgarwalMiroslav DudíkJohn LangfordDamien JoseImed ZitouniPublished in: NIPS (2017)
Keyphrases
- policy evaluation
- least squares
- monte carlo
- reinforcement learning
- temporal difference
- model free
- markov decision processes
- variance reduction
- policy iteration
- recommender systems
- collaborative filtering
- function approximation
- matrix inversion
- semi parametric
- regression model
- machine learning
- linear model
- finite state
- optimal policy
- statistical inference
- state space
- training data
- markov decision problems
- decision making