Effect of dimensionality on the Nelder-Mead simplex method

被引:94
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 50 条
[41]   Nelder-Mead simplex method for modeling of cascaded continuous-wave multiple-Stokes Raman fiber lasers [J].
Tse, Chun Ho ;
Tang, Ming ;
Shum, Perry Ping ;
Wu, Rui Fen .
OPTICAL ENGINEERING, 2010, 49 (09)
[42]   The Nelder-Mead Simplex Algorithm Is Sixty Years Old: New Convergence Results and Open Questions [J].
Galantai, Aurel .
ALGORITHMS, 2024, 17 (11)
[43]   An extension of Nelder-Mead method to nonlinear mixed-integer optimization problems [J].
Brea, Ebert .
REVISTA INTERNACIONAL DE METODOS NUMERICOS PARA CALCULO Y DISENO EN INGENIERIA, 2013, 29 (03) :163-174
[44]   Evolving a Nelder-Mead Algorithm for Optimization with Genetic Programming [J].
Fajfar, Iztok ;
Puhan, Janez ;
Burmen, Arpad .
EVOLUTIONARY COMPUTATION, 2017, 25 (03) :351-373
[45]   Design of a Database-Driven GMV Controller Using the Nelder-Mead Method [J].
Shi, Liying ;
Guan, Zhe ;
Yamamoto, Toru .
PROCEEDINGS OF THE 2021 INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS (ICAROB 2021), 2021, :117-120
[46]   OPTIMIZATION OF THE PARAMETERS OF SYNTHESIZED SIGNALS USING LINEAR APPROXIMATIONS BY THE NELDER-MEAD METHOD [J].
Lysechko, V. P. ;
Komar, O. M. ;
Bershov, V. S. ;
Veklych, O. K. .
RADIO ELECTRONICS COMPUTER SCIENCE CONTROL, 2024, (03) :35-43
[47]   Extending the Nelder-Mead Algorithm for Feature Selection from Brain Networks [J].
Kar, Reshma ;
Konar, Amit ;
Chakraborty, Aruna ;
Ralescu, Anca L. ;
Nagar, Atulya K. .
2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, :4528-4534
[48]   CONVERGENCE OF THE RESTRICTED NELDER-MEAD ALGORITHM IN TWO DIMENSIONS [J].
Lagarias, Jeffrey C. ;
Poonen, Bjorn ;
Wright, Margaret H. .
SIAM JOURNAL ON OPTIMIZATION, 2012, 22 (02) :501-532
[49]   Geometric Nelder-Mead Algorithm on the Space of Genetic Programs [J].
Moraglio, Alberto ;
Silva, Sara .
GECCO-2011: PROCEEDINGS OF THE 13TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2011, :1307-1314
[50]   Analysis of wave band gaps in mechanical metamaterial based on Nelder-Mead method [J].
Dong, Jiaqi ;
Chen, Weiqi ;
Zeng, Zhe ;
Qin, Qing-Hua ;
Xiao, Yi .
ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2019, 103 :109-115