Explaining Deep Q-Learning Experience Replay with SHapley Additive exPlanations

Reinforcement Learning (RL) has shown promise in optimizing complex control and decision-making processes but Deep Reinforcement Learning (DRL) lacks interpretability, limiting its adoption in regulated sectors like manufacturing, finance, and healthcare. Difficulties arise from DRL’s opaque decisio...

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Bibliographic Details
Main Authors: Robert S. Sullivan, Luca Longo
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Machine Learning and Knowledge Extraction
Subjects:
Online Access:https://www.mdpi.com/2504-4990/5/4/72