Raouf Boutaba

Online Algorithms with Uncertainty-Quantified Predictions

The burgeoning field of algorithms with predictions studies the problem of using possibly imperfect machine learning predictions to improve online algorithm performance. While nearly all existing algorithms in this framework make no assumptions on prediction quality, a number of methods providing un…