An Improved Reinforcement Learning Method Based on Unsupervised Learning
Xin Chang,
Yanbin Li,
Guanjie Zhang
et al.
Abstract:The approach of directly combining clustering method and reinforcement learning (RL) will lead to encounter the issue where states may have different state transition processes under the same action, resulting in poor policy performance. To address this challenge with multi-dimensional continuous observation data, an improved reinforcement learning method based on unsupervised learning is proposed with a novel framework. Instead of dimensionality reduction methods, unsupervised clustering is employed to indire… Show more
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