Weiyu Yan

Reducing Exploration of Dying Arms in Mortal Bandits

Mortal bandits have proven to be extremely useful for providing news article recommendations, running automated online advertising campaigns, and for other applications where the set of available options changes over time. Previous work on this problem showed how to regulate exploration of new arms…