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An inexact linear search and its convergence - MaRDI portal

An inexact linear search and its convergence (Q5891568)

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scientific article; zbMATH DE number 6037132
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An inexact linear search and its convergence
scientific article; zbMATH DE number 6037132

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    21 May 2012
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    acceptable step-length
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    global and super-linear convergence
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    inexact one-dimensional descent search
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    unconstrained optimization
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    An inexact linear search and its convergence (English)
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    The aim of this paper is to present a globally convergent method for solving an unconstrained optimization problem, where the values of the objective function and its gradient are difficult to compute exactly. Based on the Armijo-Goldstein and Wolfe-Powell criterions, a new class of inexact one-dimensional linear search methods is presented, although the traditional method works well. In each iterative process, the method produces its acceptable step-length more reasonable. Compared to the common inexact one-dimensional search, the presented search method can obtain a satisfying descent quantity of the objective function, and has the global convergence as well.
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