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JOURNALS // Zhurnal Vychislitel'noi Matematiki i Matematicheskoi Fiziki // Archive

Zh. Vychisl. Mat. Mat. Fiz., 2024 Volume 64, Number 9, Pages 1578–1588 (Mi zvmmf11823)

This article is cited in 1 paper

General numerical methods

Finding complex-valued solutions of Brent equations using nonlinear least squares

I. E. Kaporin

Federal Research Center Computer Science and Control of the Russian Academy of Sciences, Moscow, Russia

Abstract: Finding nontrivial solutions of trilinear Brent equations corresponds to the construction of asymptotically fast matrix multiplication algorithms and is considered as an important but generally very hard computational problem. Based on symmetries of matrix multiplication tensor, some new parametrizations of Brent equations are proposed which admit for several times reduction in the number of unknowns and equations. The arising equations are solved numerically over complex numbers using a specialized derivative-free nonlinear least squares solver. For the resulting fast matrix multiplication algorithms many known values of rank are reproduced and even improved. In particular, an algorithm for the multiplication of 4th order matrices in 48 bilinear multiplications is found.

Key words: Brent equations, fast matrix multiplication, Strassen algorithm, nonlinear least squares problem.

UDC: 519.615.5

Received: 12.03.2024
Revised: 12.03.2024
Accepted: 31.05.2024

DOI: 10.31857/S0044466924090015


 English version:
Computational Mathematics and Mathematical Physics, 2024, 64:9, 1881–1891

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© Steklov Math. Inst. of RAS, 2026