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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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Detalles Bibliográficos
Autores principales: Wang, Chengwei, Zhou, Tengfei, Chen, Chen, Hu, Tianlei, Chen, Gang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7206175/
http://dx.doi.org/10.1007/978-3-030-47426-3_2