Distributed Majorization-Minimization for Laplacian Regularized Problems

Jonathan Tuck, David Hallac, Stephen Boyd

We consider the problem of minimizing a block separable convex function (possibly nondifferentiable, and including constraints) plus Laplacian regularization, a problem that arises…