A Polynomial-Time Affine-Scaling Method for Semidefinite and Hyperbolic Programming
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affine-scalingmethodpolynomial-timeprogrammingfirsthyperbolicsemidefinitesymmetric
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We develop a natural variant of Dikin's affine-scaling method, first for semidefinite programming and then for hyperbolic programming in general. We match the best complexity bounds known for interior-point methods. All previous polynomial-time affine-scaling algorithms have been for conic optimization problems in which the underlying cone is symmetric. Hyperbolicity cones, however, need not be symmetric. Our algorithm is the first polynomial-time affine-scaling method not relying on symmetry.
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