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A Alternating Direction Method For Quadratic Semidefinite Programming

Posted on:2012-05-31Degree:MasterType:Thesis
Country:ChinaCandidate:S H ShenFull Text:PDF
GTID:2120330335997795Subject:Computational Mathematics
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The quadratic semidefinite programming(abbreviated as QSDP) is a branch of semidefinite programming(abbreviated as SDP). In this thesis, we mainly consider one kind of QSDP problem. We will meet a difficulty if using traditionary augmented Lagrangian method to solve this kind of QSDP problem:minimizing augmented La-grangian function is hard to be computed. Inspired by [11] and [26], we introduce an alternating direction augmented Lagrangian method to solve this kind of QSDP prob-lem. In this thesis, we prove the convergence of this alternating direction augmented Lagrangian method and by presenting some numerical experiments we show its conver-gence.
Keywords/Search Tags:quadratic semidefinite programming, alternating direction method, aug-mented Lagrangian method
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