On the convergence of doubly stochastic block gradient descent method for linear inverse problems

Yuxin Xia, Zehui Zhou

Stochastic gradient descent (SGD) and randomized block coordinate descent (RBCD) belong to two fundamentally different classes of stochastic iterative regularization methods, and a…