A Semismooth Newton Augmented Lagrangian Method for Sparse Spectral Risk Optimization

Rufeng Xiao, Rujun Jiang, Xudong Li +1

Empirical risk minimization is a standard and effective paradigm for learning predictive models by minimizing average loss. In high-stakes decision-making, however, an average-loss…