Optimal step length for the maximal decrease of a self-concordant function by the Newton method

Abstract

In this paper we consider the problem of finding the optimal step length for the Newton method on the class of self-concordant functions, with the decrease in function value as criterion. We formulate this problem as an optimal control problem and use optimal control theory to solve it.

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