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We propose a rational QZ method for the solution of the dense, unsymmetric generalized eigenvalue problem. This generalization of the classical QZ method operates implicitly on a Hessenberg, Hessenberg pencil instead of on a Hessenberg,…

Numerical Analysis · Mathematics 2020-05-20 Daan Camps , Karl Meerbergen , Raf Vandebril

The QZ algorithm computes the Schur form of a matrix pencil. It is an iterative algorithm and at some point, it must decide that an eigenvalue has converged and move on with another one. Choosing a criterion that makes this decision is…

Numerical Analysis · Mathematics 2023-08-30 Thijs Steel , Raf Vandebril , Julien Langou

Pole-swapping algorithms, which are generalizations of the QZ algorithm for the generalized eigenvalue problem, are studied. A new modular (and therefore more flexible) convergence theory that applies to all pole-swapping algorithms is…

Numerical Analysis · Mathematics 2022-05-02 Daan Camps , Thomas Mach , Raf Vandebril , David S. Watkins

We design a fast implicit real QZ algorithm for eigenvalue computation of structured companion pencils arising from linearizations of polynomial rootfinding problems. The modified QZ algorithm computes the generalized eigenvalues of an…

Numerical Analysis · Mathematics 2017-03-27 Paola Boito , Yuli Eidelman , Luca Gemignani

This paper presents a new method for computing all eigenvalues and eigenvectors of quadratic matrix pencil. It is an upgrade of the quadeig algorithm by Hammarling, Munro and Tisseur, which attempts to reveal and remove by deflation certain…

Numerical Analysis · Mathematics 2019-04-12 Zlatko Drmač , Ivana Šain Glibić

The QR algorithm is one of the three phases in the process of computing the eigenvalues and the eigenvectors of a dense nonsymmetric matrix. This paper describes a task-based QR algorithm for reducing an upper Hessenberg matrix to real…

Mathematical Software · Computer Science 2021-12-17 Mirko Myllykoski

Pole-swapping algorithms, generalizations of bulge-chasing algorithms, have been shown to be a viable alternative to the bulge-chasing QZ algorithm for solving the generalized eigenvalue problem for a matrix pencil A - {\lambda}B. It is…

Numerical Analysis · Mathematics 2025-04-29 Daan Camps , Thomas Mach , Raf Vandebril , David S. Watkins

The QZ algorithm for computing eigenvalues and eigenvectors of a matrix pencil $A - \lambda B$ requires that the matrices first be reduced to Hessenberg-triangular (HT) form. The current method of choice for HT reduction relies entirely on…

Numerical Analysis · Mathematics 2018-05-31 Zvonimir Bujanović , Lars Karlsson , Daniel Kressner

By exploiting the connection between solving algebraic $\top$-Riccati equations and computing certain deflating subspaces of $\top$-palindromic matrix pencils, we obtain theoretical and computational results on both problems. Theoretically,…

Numerical Analysis · Mathematics 2023-02-22 Bruno Iannazzo , Beatrice Meini , Federico Poloni

Inverse iteration is known to be an effective method for computing eigenvectors corresponding to simple and well-separated eigenvalues. In the non-symmetric case, the solution of shifted Hessenberg systems is a central step. Existing…

Mathematical Software · Computer Science 2021-01-14 Angelika Schwarz

A fast implicit QR algorithm for eigenvalue computation of low rank corrections of unitary matrices is adjusted to work with matrix pencils arising from polynomial zerofinding problems . The modified QZ algorithm computes the generalized…

Numerical Analysis · Mathematics 2014-10-09 Paola Boito , Yuli Eidelman , Luca Gemignani

Some fast algorithms for computing the eigenvalues of a block companion matrix $A = U + XY^H$, where $U\in \mathbb C^{n\times n}$ is unitary block circulant and $X, Y \in\mathbb{C}^{n \times k}$, have recently appeared in the literature.…

Numerical Analysis · Mathematics 2019-08-30 Roberto Bevilacqua , Gianna M. Del Corso , Luca Gemignani

We introduce an eigenvalue-preserving transformation algorithm from the generalized eigenvalue problem by matrix pencil of the upper and the lower bidiagonal matrices into a standard eigenvalue problem while preserving sparsity, using the…

Numerical Analysis · Mathematics 2025-05-06 Katsuki Kobayashi , Kazuki Maeda , Satoshi Tsujimoto

In the last decade matrix polynomials have been investigated with the primary focus on adequate linearizations and good scaling techniques for computing their eigenvalues and eigenvectors. In this article we propose a new method for…

Numerical Analysis · Mathematics 2017-06-19 Jared Aurentz , Thomas Mach , Leonardo Robol , Raf Vandebril , David S. Watkins

This paper explores a key question in numerical linear algebra: how can we compute projectors onto the deflating subspaces of a regular matrix pencil $(A,B)$, in particular without using matrix inversion or defaulting to an expensive Schur…

Numerical Analysis · Mathematics 2026-01-21 James Demmel , Ioana Dumitriu , Ryan Schneider

The existing doubling algorithms have been proven efficient for several important nonlinear matrix equations arising from real-world engineering applications. In a nutshell, the algorithms iteratively compute a basis matrix, in one of the…

Numerical Analysis · Mathematics 2026-02-10 Changli Liu , Tiexiang Li , Jungong Xue , Ren-Cang Li , Wen-Wei Lin

Eigensolvers involving complex moments can determine all the eigenvalues in a given region in the complex plane and the corresponding eigenvectors of a regular linear matrix pencil. The complex moment acts as a filter for extracting…

Numerical Analysis · Mathematics 2021-09-22 Keiichi Morikuni

We present a two-stage algorithm for the parallel reduction of a pencil to Hessenberg-triangular form. Traditionally, two-stage Hessenberg-triangular reduction algorithms achieve high performance in the first stage, but struggle to achieve…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-20 Thijs Steel , Raf Vandebril

The problem of computing recurrence coefficients of sequences of rational functions orthogonal with respect to a discrete inner product is formulated as an inverse eigenvalue problem for a pencil of Hessenberg matrices. Two procedures are…

Numerical Analysis · Mathematics 2021-05-24 Niel Van Buggenhout , Marc Van Barel , Raf Vandebril

The numerical solution of the generalized eigenvalue problem for a singular matrix pencil is challenging due to the discontinuity of its eigenvalues. Classically, such problems are addressed by first extracting the regular part through the…

Numerical Analysis · Mathematics 2024-07-17 Daniel Kressner , Bor Plestenjak
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