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ADM for H-weighted nearest correlation matrix problem.

Authors :
GUO Lai-peng
GU Jian
XIAO Xian-tao
Source :
Journal of Dalian University of Technology / Dalian Ligong Daxue Xuebao; 2015, Vol. 55 Issue 5, p553-558, 6p
Publication Year :
2015

Abstract

There are few methods for solving H-weighted nearest correlation matrix (HNCM) problem in the literatures. The main reason is that it is difficult to obtain a computable formula for the projection of a matrix onto the positive semidefinite matrix cone under the H-weight. The alternating direction method (ADM)is applied for solving HNCM problems. At each iteration, a quadratic program with closed-form solution and a projection on positive semidefinite matrix cone without weight are calculated. The method is very simple and easy to be implemented. To speed up the calculation, a modified ADM is also studied. The numerical results show that compared with the existing methods ADM is very efficient for solving HNCM problem. [ABSTRACT FROM AUTHOR]

Details

Language :
Chinese
ISSN :
10008608
Volume :
55
Issue :
5
Database :
Supplemental Index
Journal :
Journal of Dalian University of Technology / Dalian Ligong Daxue Xuebao
Publication Type :
Academic Journal
Accession number :
111943656
Full Text :
https://doi.org/10.7511/dllgxb201505017