Reinforcement Learning, Artificial Intelligence, Machine Learning, Data Science, Statistics.
the action is considered a maximizing action. The square-root term is a measure of the uncertainty or variance in the estimate of the action’s value, and c determines the confidence level. UCB dynamically adjusts the exploration level as actions are selected over time. The natural logarithm ensures