Explicit solutions to correlation matrix completion problems, with an application to risk management and insurance

被引:5
|
作者
Georgescu, Dan I. [1 ]
Higham, Nicholas J. [2 ]
Peters, Gareth W. [3 ]
机构
[1] Bank England, Prudential Regulat Author, London EC2R 6DA, England
[2] Univ Manchester, Sch Math, Manchester M13 9PL, Lancs, England
[3] Heriot Watt Univ, Dept Actuarial Math & Stat, Edinburgh EH14 4AS, Midlothian, Scotland
来源
ROYAL SOCIETY OPEN SCIENCE | 2018年 / 5卷 / 03期
基金
英国工程与自然科学研究理事会;
关键词
matrix completion; correlation matrix; positive definite matrix; maximal determinant; chordal graph; risk management; NEAREST CORRELATION MATRIX; COVARIANCE-SELECTION; GRAPHS;
D O I
10.1098/rsos.172348
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We derive explicit solutions to the problem of completing a partially specified correlation matrix. Our results apply to several block structures for the unspecified entries that arise in insurance and risk management, where an insurance company with many lines of business is required to satisfy certain capital requirements but may have incomplete knowledge of the underlying correlation matrix. Among the many possible completions, we focus on the one with maximal determinant. This has attractive properties and we argue that it is suitable for use in the insurance application. Our explicit formulae enable easy solution of practical problems and are useful for testing more general algorithms for the maximal determinant correlation matrix completion problem.
引用
收藏
页数:11
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