Generating Correlation Matrices With Specified Eigenvalues Using the Method of Alternating Projections

被引:6
作者
Waller, Niels G. [1 ]
机构
[1] Univ Minnesota, Dept Psychol, Elliott Hall,75 East River Rd, Minneapolis, MN 55455 USA
关键词
Monte Carlo; Optimization; Simulations;
D O I
10.1080/00031305.2017.1401960
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This article describes a new algorithm for generating correlation matrices with specified eigenvalues. The algorithm uses the method of alternating projections (MAP) that was first described by Neumann. The MAP algorithm for generating correlation matrices is both easy to understand and to program in higher-level computer languages, making this method accessible to applied researchers with no formal training in advanced mathematics. Simulations indicate that the new algorithm has excellent convergence properties. Correlation matrices with specified eigenvalues can be profitably used in Monte Carlo research in statistics, psychometrics, computer science, and related disciplines. To encourage such use, R code (R Core Team) for implementing the algorithm is provided in the supplementary material.
引用
收藏
页码:21 / 28
页数:8
相关论文
共 49 条
  • [1] GENERATION OF RANDOM ORTHOGONAL MATRICES
    ANDERSON, TW
    OLKIN, I
    UNDERHILL, LG
    [J]. SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1987, 8 (04): : 625 - 629
  • [2] [Anonymous], 2017, R LANG ENV STAT COMP
  • [3] [Anonymous], MONTE CARLO QUASIMON
  • [4] [Anonymous], 1998, Revista de Matematicas Aplicadas
  • [5] [Anonymous], 1937, TOMSK U REV
  • [6] [Anonymous], MATLAB STAT TOOLB
  • [7] POPULATION CORRELATION MATRICES FOR SAMPLING EXPERIMENTS
    BENDEL, RB
    MICKEY, MR
    [J]. COMMUNICATIONS IN STATISTICS PART B-SIMULATION AND COMPUTATION, 1978, 7 (02): : 163 - 182
  • [8] POSITIVE DEFINITENESS VIA OFF-DIAGONAL SCALING OF A SYMMETRIC INDEFINITE MATRIX
    Bentler, Peter M.
    Yuan, Ke-Hai
    [J]. PSYCHOMETRIKA, 2011, 76 (01) : 119 - 123
  • [9] Boyle J. P., 1986, Lecture Notes in Statistics, P28
  • [10] Card N.A., 2015, Applied meta-analysis for social science research