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Multilevel Regularized Newton Methods with Fast Convergence Rates

Tsipinakis, Nick et al.
arXiv (All) · Papers
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optimization-and-control
We introduce new multilevel methods for solving large-scale unconstrained optimization problems. Specifically, the philosophy of multilevel methods is applied to Newton-type methods that regularize the Newton sub-problem using second order information from a coarse (low dimensional) sub-problem. The
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