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A globally convergent filter-type trust region method for semidefinite programming - MaRDI portal

A globally convergent filter-type trust region method for semidefinite programming (Q1955230)

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scientific article; zbMATH DE number 6173606
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A globally convergent filter-type trust region method for semidefinite programming
scientific article; zbMATH DE number 6173606

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    A globally convergent filter-type trust region method for semidefinite programming (English)
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    11 June 2013
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    Summary: When using interior methods for solving semidefinite programming (SDP), one needs to solve a system of linear equations at each iteration. For problems of large size, solving the system of linear equations can be very expensive. In this paper, based on a semismooth equation reformulation using Fischer's function, we propose a filter method with trust region for solving large-scale SDP problems. At each iteration we perform a number of conjugate gradient iterations, but do not need to solve a system of linear equations. Under mild assumptions, the convergence of this algorithm is established. Numerical examples are given to illustrate the convergence results obtained.
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