Fast reinforcement learning under uncertainties with self-organizing neural networks

• Main Authors: TENG, Teck-Hou, TAN, Ah-hwee
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2015
• Subjects: Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/6797; https://ink.library.smu.edu.sg/context/sis_research/article/7800/viewcontent/Fast_RL___WI_IAT_2015.pdf
• Institution: Singapore Management University

Using feedback signals from the environment, a reinforcement learning (RL) system typically discovers action policies that recommend actions effective to the states based on a Q-value function. However, uncertainties over the estimation of the Q-values can delay the convergence of RL. For fast RL co...