Global convergence of a special case of the Dai‐Yuan family without line search

Global convergence of a special case of the Dai‐Yuan family without line search

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Article ID: iaor200962732
Country: Singapore
Volume: 25
Issue: 3
Start Page Number: 411
End Page Number: 420
Publication Date: Jun 2008
Journal: Asia-Pacific Journal of Operational Research
Authors: ,
Keywords: optimization
Abstract:

Conjugate gradient methods are efficient to minimize differentiable objective functions in large dimension spaces. Recently, Dai and Yuan introduced a tree-parameter family of nonlinear conjugate gradient methods and show their convergence. However, line search strategies usually bring computational burden. To overcome this problem, in this paper, we study the global convergence of a special case of three-parameter family(the CD-DY family) in which the line search procedures are replaced by fixed formulae of stepsize.

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