25 citations · 33 across the 27 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
math.OC2019
Diametrical Risk Minimization: Theory and Computations
Matthew Norton, Johannes O. Royset
The theoretical and empirical performance of Empirical Risk Minimization (ERM) often suffers when loss functions are poorly behaved with large Lipschitz moduli and spurious sharp m…
math.OC2019
Stability and Error Analysis for Optimization and Generalized Equations
Johannes O. Royset
Stability and error analysis remain challenging for problems that lack regularity properties near solutions, are subject to large perturbations, and might be infinite dimensional.…