Extension of primal-dual interior point algorithms to symmetric cones
نویسندگان
چکیده
In this paper we show that the so-called commutative class of primal-dual interior point algorithms which were designed by Monteiro and Zhang for semidefinite programming extends word-for-word to optimization problems over all symmetric cones. The machinery of Euclidean Jordan algebras is used to carry out this extension. Unlike some non-commutative algorithms such as the XS+SXmethod, this class of extensions does not use concepts outside of the Euclidean Jordan algebras. In particular no assumption is made about representability of the underlying Jordan algebra. As a special case, we prove polynomial iteration complexities for variants of the short-, semi-long-, and long-step path-following algorithms using the NesterovTodd, XS, or SX directions.
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ورودعنوان ژورنال:
- Math. Program.
دوره 96 شماره
صفحات -
تاریخ انتشار 2003