Fasi, Massimiliano and Higham, Nicholas J. and Iannazzo, Bruno (2014) An Algorithm for the Matrix Lambert W Function. [MIMS Preprint]
PDF
paper.pdf Download (434kB) |
Abstract
An algorithm is proposed for computing primary matrix Lambert $W$ functions of a square matrix $A$, which are solutions of the matrix equation $We^W = A$. The algorithm employs the Schur decomposition and blocks the triangular form in such a way that Newton's method can be used on each diagonal block, with a starting matrix depending on the block. A natural simplification of Newton's method for the Lambert $W$ function is shown to be numerically unstable. By reorganizing the iteration a new Newton variant is constructed that is proved to be numerically stable. Numerical experiments demonstrate that the algorithm is able to compute the branches of the matrix Lambert $W$ function in a numerically reliable way.
Item Type: | MIMS Preprint |
---|---|
Additional Information: | To appear in SIAM Journal on Matrix Analysis and Applications. |
Uncontrolled Keywords: | Lambert $W$ function, primary matrix function, Newton method, matrix iteration, numerical stability, Schur--Parlett method |
Subjects: | MSC 2010, the AMS's Mathematics Subject Classification > 15 Linear and multilinear algebra; matrix theory MSC 2010, the AMS's Mathematics Subject Classification > 65 Numerical analysis |
Depositing User: | Nick Higham |
Date Deposited: | 07 Apr 2015 |
Last Modified: | 08 Nov 2017 18:18 |
URI: | https://eprints.maths.manchester.ac.uk/id/eprint/2283 |
Available Versions of this Item
-
An Algorithm for the Matrix Lambert W Function. (deposited 26 Nov 2014)
- An Algorithm for the Matrix Lambert W Function. (deposited 07 Apr 2015) [Currently Displayed]
Actions (login required)
View Item |