On Representer Theorems and Convex Regularization.
Claire BoyerAntonin ChambolleYohann de CastroVincent DuvalFrédéric de GournayPierre WeissPublished in: CoRR (2018)
Keyphrases
- risk minimization
- minimization problems
- convex formulation
- convex optimization
- bregman divergences
- piecewise linear
- regularization parameter
- empirical risk
- augmented lagrangian
- penalty functions
- data dependent
- regularization framework
- hinge loss
- parameter selection
- augmented lagrangian method
- loss function
- convex loss functions