A class of methods for projection on the intersection of several ellipsoids

被引:7
作者
Lin, AH
Han, SP
机构
[1] Middle Tennessee State Univ, Dept Math Sci, Murfreesboro, TN 37132 USA
[2] Johns Hopkins Univ, Dept Appl Math & Stat, Baltimore, MD 21218 USA
关键词
projection; ellipsoid; optimization; convex programming;
D O I
10.1137/S1052623403422297
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The paper is concerned with the basic optimization problem of projecting a point onto the intersection of several ellipsoids. We present a class of methods where the problem is reduced to a sequence of projections onto the intersection of several balls. The subproblems are simpler and more tractable, but the main advantage is that, in so doing, we can avoid solving linear systems completely, and thus the methods are very suitable for large scale problems. The methods have been shown to have nice convergence properties under Slater's constraint qualification and to be very reliable and efficient in our testing.
引用
收藏
页码:129 / 138
页数:10
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