JOURNAL ARTICLE

Efficient Implementations of the Polak–Ribière Conjugate Gradient Algorithm

R. KlessigE. Polak

Year: 1972 Journal:   SIAM Journal on Control Vol: 10 (3)Pages: 524-549   Publisher: Society for Industrial and Applied Mathematics

Abstract

Two modifications of the Polak–Ribière conjugate gradient algorithm are presented. Both modifications eliminate the need for an exact minimization at each iteration and both are shown to be convergent. The advantage of the first modification lies in the fact that it takes less time per iteration than the second modification. However, only the second modification is shown to converge n-step quadratically.

Keywords:
Quadratic growth Conjugate gradient method Mathematics Conjugate Convergence (economics) Conjugate residual method Algorithm Minification Mathematical optimization Gradient descent Computer science Mathematical analysis Artificial intelligence

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Cited By
3.67
FWCI (Field Weighted Citation Impact)
9
Refs
0.94
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Citation History

Topics

Advanced Optimization Algorithms Research
Physical Sciences →  Mathematics →  Numerical Analysis
Sparse and Compressive Sensing Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Matrix Theory and Algorithms
Physical Sciences →  Computer Science →  Computational Theory and Mathematics

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