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Faster Randomized Block Kaczmarz Algorithms

Faster Randomized Block Kaczmarz Algorithms

The Kaczmarz algorithm is a simple iterative scheme for solving consistent linear systems. At each step, the method projects the current iterate onto the solution space of a single constraint. Hence, it requires low cost per iteration and storage, and it has a linear rate of convergence. Distributed implementations of …