Auteur: George Papandreou

A description of perturbation-based methods developed in machine learning to augment novel optimization methods with strong statistical guarantees.In nearly all machine learning, decisions must be …

An overview of recent work in the field of structured prediction, the building of predictive machine learning models for interrelated and dependent outputs.The goal of structured prediction is to …