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基于自适应探索改进的深度增强学习算法

Jian-huan MAO,Lu-jia YIN

Microelectronics & Computer（2016）

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Abstract
针对深度增强学习算法中探索开发策略的平衡问题,提出一种基于VDBE(Value-Difference Based Exploration)扩展的自适应探索改进算法.该算法依赖于值函数差异提出一种基于状态的探索控制策略,以达到在初始学习阶段不熟悉周围环境时agent采取积极探索策略,而随着深入学习和周边环境的熟悉,agent逐渐降低探索率的自适应探索/开发平衡的理想行为状态.
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