Convex Regularization and Representer Theorems.
Claire BoyerAntonin ChambolleYohann de CastroVincent DuvalFrédéric de GournayPierre WeissPublished in: CoRR (2018)
Keyphrases
- risk minimization
- convex optimization
- minimization problems
- convex formulation
- penalty functions
- regularization parameter
- piecewise linear
- digital topology
- convex programming
- convex hull
- convex loss functions
- empirical risk
- hinge loss
- regularization methods
- data dependent
- prior information
- loss function
- norm minimization
- efficient optimization
- bregman divergences