Proximal Distance Algorithms: Theory and Examples

Kevin L. Keys, Hua Zhou, Kenneth Lange

Proximal distance algorithms combine the classical penalty method of constrained minimization with distance majorization. If $f(\mathbf{x})$ is the loss function, and $C$ is th…