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Restarts

We note that is computed by the gradient descent method applied to . Setting would similarly make computed by the gradient descent method from , i.e., can be used as a simple implementation of a restart of the conjugate gradient iterations. Restarts could slow down convergence, but may improve stability if the conjugate gradient method misbehaves, e.g., due to round-off error.

Explicit residual calculation

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