Effect of dimensionality on the Nelder-Mead simplex method

被引:91
作者
Han, LX [1 ]
Neumann, M
机构
[1] Univ Michigan, Dept Math, Flint, MI 48502 USA
[2] Univ Connecticut, Dept Math, Storrs, CT 06269 USA
基金
美国国家科学基金会;
关键词
Nelder-Mead method; simplex; effect of dimensionality; convergence; optimization;
D O I
10.1080/10556780512331318290
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The effect of dimensionality on the widely used Nelder - Mead simplex method for unconstrained optimization is investigated. It is shown that by using the quadratic function f ( x) = x(T)x, the Nelder - Mead simplex method deteriorates as the dimension increases.
引用
收藏
页码:1 / 16
页数:16
相关论文
共 22 条
  • [1] Nelder-Mead simplex modifications for simulation optimization
    Barton, RR
    Ivey, JS
    [J]. MANAGEMENT SCIENCE, 1996, 42 (07) : 954 - 973
  • [2] BYATT D, 2000, THESIS U CANTERBURY
  • [3] DAI YH, 2003, NA212 U DUND
  • [4] Dennis J.E., 1987, NEW COMPUTING ENV MI, P116
  • [5] HAN L, 2000, THESIS U CONNECTICUT
  • [6] On the roots of certain polynomials arising from the analysis of the Nelder-Mead simplex method
    Han, LX
    Neumann, M
    Xu, JH
    [J]. LINEAR ALGEBRA AND ITS APPLICATIONS, 2003, 363 : 109 - 124
  • [7] Kelley C.T., 1999, Iterative Methods for Optimization, DOI DOI 10.1137/1.9781611970920
  • [8] Kelly R, 2000, SIGHT SOUND, V10, P43
  • [9] Kolda TG, 2003, SIAM REV, V45, P385, DOI [10.1137/S003614450242889, 10.1137/S0036144502428893]
  • [10] Convergence properties of the Nelder-Mead simplex method in low dimensions
    Lagarias, JC
    Reeds, JA
    Wright, MH
    Wright, PE
    [J]. SIAM JOURNAL ON OPTIMIZATION, 1998, 9 (01) : 112 - 147