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Journal of Computational and Applied Mathematics
Article
License: Elsevier Non-Commercial
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Journal of Computational and Applied Mathematics
Article . 2007
License: Elsevier Non-Commercial
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Journal of Computational and Applied Mathematics
Article . 2007 . Peer-reviewed
License: Elsevier Non-Commercial
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zbMATH Open
Article . 2007
Data sources: zbMATH Open
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New conjugacy condition and related new conjugate gradient methods for unconstrained optimization

Authors: Li, Guoyin; Tang, Chunming; Wei, Zengxin;

New conjugacy condition and related new conjugate gradient methods for unconstrained optimization

Abstract

The authors study the conjugate gradient method for solving large-scale nonlinear optimization problems. In the first two sections, the authors present the necessary background relating to conjugate methods in general and choices for the conjugacy condition. The third section contains the main contribution of this paper which is a new conjugacy condition derived by the authors using a new quasi-Newton equation. This equation uses not only the gradient value information but also the information relating to the function value. Several theorems are then presented, with proof, which include the properties of the proposed conjugacy condition and a study of the properties (e.g., convergence) of the derived algorithm. The paper concludes with a section containing the results of the performed numerical experimentation and a list of relevant references.

Related Organizations
Keywords

numerical examples, algorithm, Applied Mathematics, Methods of quasi-Newton type, Nonconvex programming, global optimization, quasi-Newton equation, global convergence, Computational Mathematics, Numerical mathematical programming methods, Nonlinear programming, conjugate gradient method, unconstrained optimization, conjugacy condition

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
103
Top 10%
Top 10%
Top 10%
hybrid