Direct code access in self-organizing neural networks for reinforcement learning

• Main Author: TAN, Ah-hwee
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2007
• Subjects: Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/6764; https://ink.library.smu.edu.sg/context/sis_research/article/7767/viewcontent/DA_FALCON_IJCAI07.pdf
• Institution: Singapore Management University

TD-FALCON is a self-organizing neural network that incorporates Temporal Difference (TD) methods for reinforcement learning. Despite the advantages of fast and stable learning, TD-FALCON still relies on an iterative process to evaluate each available action in a decision cycle. To remove this defici...