The LAPW method with eigendecomposition based on the Hari–Zimmermann generalized hyperbolic SVD

07/19/2019
by   Sanja Singer, et al.
0

In this paper we propose an accurate, highly parallel algorithm for the generalized eigendecomposition of a matrix pair (H, S), given in a factored form (F^∗ J F, G^∗ G). Matrices H and S are generally complex and Hermitian, and S is positive definite. This type of matrices emerges from the representation of the Hamiltonian of a quantum mechanical system in terms of an overcomplete set of basis functions. This expansion is part of a class of models within the broad field of Density Functional Theory, which is considered the golden standard in condensed matter physics. The overall algorithm consists of four phases, the second and the fourth being optional, where the two last phases are computation of the generalized hyperbolic SVD of a complex matrix pair (F,G), according to a given matrix J defining the hyperbolic scalar product. If J = I, then these two phases compute the GSVD in parallel very accurately and efficiently.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/14/2020

A Kogbetliantz-type algorithm for the hyperbolic SVD

In this paper a two-sided, parallel Kogbetliantz-type algorithm for the ...
research
05/18/2020

Hyperbolic Distance Matrices

Hyperbolic space is a natural setting for mining and visualizing data wi...
research
04/18/2021

Fifty Three Matrix Factorizations: A systematic approach

The success of matrix factorizations such as the singular value decompos...
research
05/22/2023

The Bicomplex Tensor Product, a Bicomplex Choi Theorem and Applications

In this paper we extend the concept of tensor product to the bicomplex c...
research
01/31/2020

Generalized Visual Information Analysis via Tensorial Algebra

High order data is modeled using matrices whose entries are numerical ar...
research
06/03/2021

Nonlinear Matrix Approximation with Radial Basis Function Components

We introduce and investigate matrix approximation by decomposition into ...
research
06/24/2014

Saccadic Eye Movements and the Generalized Pareto Distribution

We describe a statistical analysis of the eye tracker measurements in a ...

Please sign up or login with your details

Forgot password? Click here to reset