27 citations · 40 across the 4 of their papers we have counts for
4 papers · 1 filter
Reducing Exploration of Dying Arms in Mortal Bandits
Stefano Tracà, Cynthia Rudin, Weiyu Yan
Mortal bandits have proven to be extremely useful for providing news article recommendations, running automated online advertising campaigns, and for other applications where the s…
Regulating Greed Over Time in Multi-Armed Bandits
Stefano Tracà, Cynthia Rudin, Weiyu Yan
In retail, there are predictable yet dramatic time-dependent patterns in customer behavior, such as periodic changes in the number of visitors, or increases in customers just befor…
Supersparse Linear Integer Models for Predictive Scoring Systems
Berk Ustun, Stefano Traca, Cynthia Rudin
We introduce Supersparse Linear Integer Models (SLIM) as a tool to create scoring systems for binary classification. We derive theoretical bounds on the true risk of SLIM scoring s…
Supersparse Linear Integer Models for Interpretable Classification
Berk Ustun, Stefano Tracà, Cynthia Rudin
Scoring systems are classification models that only require users to add, subtract and multiply a few meaningful numbers to make a prediction. These models are often used because t…