We present Cimmino's reflection algorithm for the numerical solution of linear systems, which starts with an arbitrary point in ℝn that gets reflected with respect to the system's hyperplanes. The centroid of the ensuing collection of points becomes the starting point of the next iteration. We provide error estimates for the convergence at each step. A probabilistic argument is also devised to improve this elegant geometrical algorithm. This subject is an opportunity to show students how linear algebra can interact fruitfully not only with algebra, geometry, and numerical analysis, but also with probability theory and methods.
The Reflection Method for the Numerical Solution of Linear Systems / Guida, Margherita; Sbordone, Carlo. - In: SIAM REVIEW. - ISSN 0036-1445. - 65:4(2023), pp. 1137-1151. [10.1137/22m1470463]
The Reflection Method for the Numerical Solution of Linear Systems
Guida, Margherita;Sbordone, Carlo
2023
Abstract
We present Cimmino's reflection algorithm for the numerical solution of linear systems, which starts with an arbitrary point in ℝn that gets reflected with respect to the system's hyperplanes. The centroid of the ensuing collection of points becomes the starting point of the next iteration. We provide error estimates for the convergence at each step. A probabilistic argument is also devised to improve this elegant geometrical algorithm. This subject is an opportunity to show students how linear algebra can interact fruitfully not only with algebra, geometry, and numerical analysis, but also with probability theory and methods.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


