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Off-Policy Recommendation System Without Exploration

Recommendation System (RS) can be treated as an intelligent agent which aims to generate policy maximizing customers’ long term satisfaction. Off-policy reinforcement learning methods based on Q-learning and actor-critic methods are commonly used to train RS. Though these methods can leverage previo...

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Detalhes bibliográficos
Publicado no:Advances in Knowledge Discovery and Data Mining
Main Authors: Wang, Chengwei, Zhou, Tengfei, Chen, Chen, Hu, Tianlei, Chen, Gang
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7206175/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-47426-3_2
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