Deep Q-Network with Predictive State Models in Partially Observable Domains

While deep reinforcement learning (DRL) has achieved great success in some large domains, most of the related algorithms assume that the state of the underlying system is fully observable. However, many real-world problems are actually partially observable. For systems with continuous observation, m...

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Bibliographic Details
Main Authors: Danning Yu, Kun Ni, Yunlong Liu
Format: Article
Language:English
Published: Hindawi Limited 2020-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2020/1596385