AN LDLT TRUST-REGION QUASI-NEWTON METHOD

被引:0
|
作者
Brust, Johannes J. [1 ,2 ]
Gill, Philip E. [3 ]
机构
[1] Arizona State Univ, Sch Math & Stat Sci, Tempe, AZ 85281 USA
[2] Univ Calif San Diego, La Jolla, CA 92093 USA
[3] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA
来源
SIAM JOURNAL ON SCIENTIFIC COMPUTING | 2024年 / 46卷 / 05期
关键词
unconstrained minimization; LDLT factorization; quasi-Newton methods; conjugate gradient method; trust-region methods; line-search methods; LIMITED-MEMORY; TRUST; OPTIMIZATION; ALGORITHM;
D O I
10.1137/23M1623380
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
For quasi-Newton methods in unconstrained minimization, it is valuable to develop methods that are robust, i.e., methods that converge on a large number of problems. Trust-region algorithms are often regarded to be more robust than line-search methods; however, because trust-region methods are computationally more expensive, the most popular quasi-Newton implementations use line-search methods. To fill this gap, we develop a trust-region method that updates an LDLT factorization, scales quadratically with the size of the problem, and is competitive with a conventional line-search method.
引用
收藏
页码:A3330 / A3351
页数:22
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