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In the current work, we consider the study of the spectral distribution of the geometric mean matrix-sequence of two matrix-sequences $\{G(A_n, B_n)\}_n$ formed by Hermitian Positive Definite (HPD) matrices, assuming that the two input…

Numerical Analysis · Mathematics 2025-05-07 Asiim Ilyas , Muhammad Faisal Khan , Valerio Loi , Stefano Serra-Capizzano

The theory of generalized locally Toeplitz (GLT) sequences is a powerful apparatus for computing the asymptotic spectral distribution of matrices $A_n$ arising from numerical discretizations of differential equations. Indeed, when the mesh…

Numerical Analysis · Mathematics 2024-01-09 Giovanni Barbarino , Carlo Garoni

This work explores structured matrix sequences arising in mean-field quantum spin systems. We express these sequences within the framework of generalized locally Toeplitz (GLT) $*$-algebras, leveraging the fact that each GLT matrix sequence…

Quantum Physics · Physics 2025-04-15 Christiaan J. F. van de Ven , Muhammad Faisal Khan , S. Serra-Capizzano

The theory of generalized locally Toeplitz (GLT) sequences is an apparatus for computing the spectral and singular value distribution of sequences of matrices that possess a (possibly hidden) Toeplitz-like structure. Sequences of this kind,…

Rings and Algebras · Mathematics 2026-03-03 Carlo Garoni

In the present paper, we are concerned with the study of the spectral distribution of matrix-sequences showing a non-Hermitian block structure with Toeplitz blocks. We use the notion of geometric mean of matrices and the theory of…

Numerical Analysis · Mathematics 2026-04-07 Andrea Adriani , Giacomo Tento

The theory of Generalized Locally Toeplitz (GLT) sequences of matrices has been developed in order to study the asymptotic behaviour of particular spectral distributions when the dimension of the matrices tends to infinity. A key concepts…

Numerical Analysis · Mathematics 2021-02-04 Giovanni Barbarino

Generalized Locally Toeplitz (GLT) matrix sequences arise from large linear systems that approximate Partial Differential Equations (PDEs), Fractional Differential Equations (FDEs), and Integro-Differential Equations (IDEs). GLT sequences…

Numerical Analysis · Mathematics 2024-07-25 V. B. Kiran Kumar , N. S. Sarathkumar

The theory of generalized locally Toeplitz (GLT) sequences is a powerful apparatus for computing the asymptotic spectral distribution of square matrices $A_n$ arising from the discretization of differential problems. Indeed, as the mesh…

Numerical Analysis · Mathematics 2022-07-20 Giovanni Barbarino , Carlo Garoni , Mariarosa Mazza , Stefano Serra-Capizzano

Here, we consider a more general class of matrix-sequences and we prove that they belong to the maximal $*$-algebra of generalized locally Toeplitz (GLT) matrix-sequences. Then, we identify the associated GLT symbols and GLT momentary…

Numerical Analysis · Mathematics 2024-08-09 Nikos Barakitis , Valerio Loi , Stefano Serra-Capizzano

The theory of generalized locally Toeplitz (GLT) sequences was conceived as an apparatus for computing the spectral distribution of matrices arising from the numerical discretization of differential equations (DEs). The purpose of this…

Numerical Analysis · Mathematics 2025-06-04 Carlo Garoni

This paper concerns the spectral analysis of matrix-sequences that are generated by the discretization and numerical approximation of partial differential equations (PDEs), in case the domain is a generic Peano-Jordan measurable set. It is…

Numerical Analysis · Mathematics 2021-09-21 Giovanni Barbarino

A powerful tool for analyzing and approximating the singular values and eigenvalues of structured matrices is the theory of GLT sequences. By the GLT theory one can derive a function, which describes the singular value or the eigenvalue…

Numerical Analysis · Mathematics 2022-06-28 Matthias Bolten , Sven-Erik Ekström , Isabella Furci , Stefano Serra-Capizzano

The spectral symbols are useful tools to analyse the eigenvalue distribution when dealing with high dimensional linear systems. Given a matrix sequence with an asymptotic symbol, the last one depends only on the spectra of the individual…

Numerical Analysis · Mathematics 2017-10-03 Giovanni Barbarino

In the present paper, we are concerned with the study of matrix-sequences arising from the discretization of PDEs and FDEs on domains $\Omega \subset \mathbb{R}^d$ with finite measure. When $\Omega$ is either a hypercube or a bounded…

Numerical Analysis · Mathematics 2026-03-02 Andrea Adriani , Alec Jacopo Almo Schiavoni-Piazza

In the current work we are concerned with sequences of graphs having a grid geometry, with a uniform local structure in a bounded domain $\Omega\subset {\mathbb R}^d$, $d\ge 1$. When $\Omega=[0,1]$, such graphs include the standard Toeplitz…

Numerical Analysis · Mathematics 2021-11-30 Andrea Adriani , Davide Bianchi , Paola Ferrari , Stefano Serra-Capizzano

In recent years there has been a growing attention on distribution results in the sense of Weyl for the collective behavior of eigenvalues and singular values of matrix-sequences. Starting from the work of Szeg\"o regarding the case of…

Numerical Analysis · Mathematics 2025-09-25 Stefano Serra-Capizzano

Laplacian matrices are commonly employed in many real applications, encoding the underlying latent structural information such as graphs and manifolds. The use of the normalization terms naturally gives rise to random matrices with…

Machine Learning · Statistics 2025-03-04 Jianqing Fan , Yingying Fan , Jinchi Lv , Fan Yang , Diwen Yu

This paper derives central limit theorems (CLTs) for general linear spectral statistics (LSS) of three important multi-spiked Hermitian random matrix ensembles. The first is the most common spiked scenario, proposed by Johnstone, which is a…

Statistics Theory · Mathematics 2014-06-05 Damien Passemier , Matthew R. Mckay , Yang Chen

Let $G$ be a linear connected non-compact real simple Lie group and let $K\subset G$ be a maximal compact subgroup of $G$. Suppose that the centre of $K$ isomorphic to $\mathbb{S}^1$ so that $G/K$ is a global Hermitian symmetric space. Let…

Representation Theory · Mathematics 2017-03-10 Arghya Mondal , Parameswaran Sankaran

The first focus of this paper is the characterization of the spectrum and the singular values of the coefficient matrix stemming from the discretization with space-time grid for a parabolic diffusion problem and from the approximation of…

Numerical Analysis · Mathematics 2023-02-17 Matthias Bolten , Sven-Erik Ekström , Isabella Furci , Stefano Serra-Capizzano
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