One algorithm in this field was proved Probably Approximately Correct by Littman et al.; that algorithm waits for m sample updates before making internal changes to average out random effects and is very optimistic. The aforementioned is one of a class of "model-free" algorithms, such as forms developed by Watkins and Dayan. The study of the multi-
One algorithm in this field was proved Probably Approximately Correct by Littman et al.; that algorithm waits for m sample updates before making internal changes to average out random effects and is very optimistic. The aforementioned is one of a class of "model-free" algorithms, such as forms developed by Watkins and Dayan. The study of the multi-armed bandit in this field elucidates the tradeoff between exploitation and exploration. One form of this process is named for the function that calculates the desirability of a state-action pair, the quality function. When "supervised," this process usually requires a human to select a training set. For 10 points, name this discipline of computer science which features the design of algorithms that allow computer agents to modify their behavior in accordance with gathered data.
One algorithm in this field was proved Probably Approximately Correct by Littman et al.
{machine learning}