Convergence of symmetric rank-one method based on modified Quasi-Newton equation

In this paper we investigate on convergence rate of a modified symmetric rank-one (SR1) method for unconstrained optimization problems. In general, the modified SR1 method incorporates a modified secant equation into the standard SR1 method. Also a restart procedure is applied to avoid the loss of...

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Main Authors: Khiyabani, Farzin Modarres, Abu Hassan, Malik, Leong, Wah June
Format: Article
Language:English
Published: Canadian Center of Science and Education 2010
Online Access:http://psasir.upm.edu.my/id/eprint/13792/1/Convergence%20of%20symmetric%20rank.pdf
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author Khiyabani, Farzin Modarres
Abu Hassan, Malik
Leong, Wah June
author_facet Khiyabani, Farzin Modarres
Abu Hassan, Malik
Leong, Wah June
author_sort Khiyabani, Farzin Modarres
collection UPM
description In this paper we investigate on convergence rate of a modified symmetric rank-one (SR1) method for unconstrained optimization problems. In general, the modified SR1 method incorporates a modified secant equation into the standard SR1 method. Also a restart procedure is applied to avoid the loss of positive definiteness and zero denominator. A remarkable feature of the modified SR1 method is that it possesses at most $n+1$-step $q$-superlinearly convergent and $2n$-step quadratic convergent without uniformly independent assumptions of steps.
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spelling upm.eprints-137922015-09-22T06:41:51Z http://psasir.upm.edu.my/id/eprint/13792/ Convergence of symmetric rank-one method based on modified Quasi-Newton equation Khiyabani, Farzin Modarres Abu Hassan, Malik Leong, Wah June In this paper we investigate on convergence rate of a modified symmetric rank-one (SR1) method for unconstrained optimization problems. In general, the modified SR1 method incorporates a modified secant equation into the standard SR1 method. Also a restart procedure is applied to avoid the loss of positive definiteness and zero denominator. A remarkable feature of the modified SR1 method is that it possesses at most $n+1$-step $q$-superlinearly convergent and $2n$-step quadratic convergent without uniformly independent assumptions of steps. Canadian Center of Science and Education 2010-08 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/13792/1/Convergence%20of%20symmetric%20rank.pdf Khiyabani, Farzin Modarres and Abu Hassan, Malik and Leong, Wah June (2010) Convergence of symmetric rank-one method based on modified Quasi-Newton equation. Journal of Mathematics Research, 2 (3). pp. 97-102. ISSN 1916-9795; ESSN: 1916-9809 http://www.ccsenet.org/journal/index.php/jmr/article/view/4702 10.5539/jmr.v2n3p97
spellingShingle Khiyabani, Farzin Modarres
Abu Hassan, Malik
Leong, Wah June
Convergence of symmetric rank-one method based on modified Quasi-Newton equation
title Convergence of symmetric rank-one method based on modified Quasi-Newton equation
title_full Convergence of symmetric rank-one method based on modified Quasi-Newton equation
title_fullStr Convergence of symmetric rank-one method based on modified Quasi-Newton equation
title_full_unstemmed Convergence of symmetric rank-one method based on modified Quasi-Newton equation
title_short Convergence of symmetric rank-one method based on modified Quasi-Newton equation
title_sort convergence of symmetric rank one method based on modified quasi newton equation
url http://psasir.upm.edu.my/id/eprint/13792/1/Convergence%20of%20symmetric%20rank.pdf
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