A comparison of methods for traversing regions of non-convexity in optimization problems

被引:0
|
作者
Michael Bartholomew-Biggs
Salah Beddiaf
Bruce Christianson
机构
[1] University of Hertfordshire,School of Physics, Astronomy and Mathematics
[2] University of Hertfordshire,School of Engineering and Computer Science
来源
Numerical Algorithms | 2020年 / 85卷
关键词
Non-convex optimization; ODE-methods; Continuous steepest-descent path (CSDP); Trust-region; Newton-like methods; Curvilinear search;
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学科分类号
摘要
This paper considers the well-known problem of dealing with non-convexity during the minimization of a non-linear function f(x) by Newton-like methods. The proposal made here involves a curvilinear search along an approximation to the continuous steepest descent path defined by the solution of the differential equation
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页码:231 / 253
页数:22
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