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Quantum circuits from non-unitary sparse binary matrices [PDF]

open access: yesScientific Reports
Quantum computing leverages unitary matrices to perform reversible computations while preserving probability norms. However, many real-world applications involve non-unitary sparse matrices, posing a challenge for quantum implementation.
Krishnageetha Karuppasamy   +3 more
doaj   +2 more sources

Sparse random block matrices [PDF]

open access: yesJournal of Physics A: Mathematical and Theoretical, 2022
Abstract The spectral moments of ensembles of sparse random block matrices are analytically evaluated in the limit of large order. The structure of the sparse matrix corresponds to the Erdös–Renyi random graph. The blocks are i.i.d. random matrices of the classical ensembles GOE or GUE. The moments are evaluated for finite or infinite
Giovanni M Cicuta, Mario Pernici
openaire   +3 more sources

Random matrices and random graphs* [PDF]

open access: yesESAIM: Proceedings and Surveys, 2023
We collect recent results on random matrices and random graphs. The topics covered are: fluctuations of the empirical measure of random matrices, finite-size effects of algorithms involving random matrices, characteristic polynomial of sparse matrices ...
Capitaine Mireille   +4 more
doaj   +1 more source

Sparse block-structured random matrices: universality

open access: yesJournal of Physics: Complexity, 2023
We study ensembles of sparse block-structured random matrices generated from the adjacency matrix of a Erdös–Renyi random graph with N vertices of average degree Z , inserting a real symmetric d  ×  d random block at each non-vanishing entry. We consider
Giovanni M Cicuta, Mario Pernici
doaj   +1 more source

An inverse method for structural modification without changing the specified resonance frequency and its modal vector

open access: yesNihon Kikai Gakkai ronbunshu, 2023
NV (Noise and Vibration) performance is determined by the influence of all components constituting a whole structure. It is difficult to design NV performance efficiently because the structural modification of a certain component affects the performance ...
Masashi INABA, Yuichi MATSUMURA
doaj   +1 more source

The Chunks and Tasks Matrix Library

open access: yesSoftwareX, 2022
We present a C++ header-only parallel sparse matrix library, based on sparse quadtree representation of matrices using the Chunks and Tasks programming model.
Emanuel H. Rubensson   +3 more
doaj   +1 more source

Explicit Expression for Arbitrary Positive Integer Powers of Special Sparse Matrices

open access: yesJournal of Mathematics, 2022
Sparse matrices appear frequently in mathematical models. In this paper, we firstly present a general expression for the entries of the r th r∈ℕ power of a certain n-square sparse matrix, in terms of the Chebyshev polynomials of the second kind. Secondly,
Mohammad Beiranvand   +1 more
doaj   +1 more source

AAQAL: A Machine Learning-Based Tool for Performance Optimization of Parallel SPMV Computations Using Block CSR

open access: yesApplied Sciences, 2022
The sparse matrix–vector product (SpMV), considered one of the seven dwarfs (numerical methods of significance), is essential in high-performance real-world scientific and analytical applications requiring solution of large sparse linear equation systems,
Muhammad Ahmed   +6 more
doaj   +1 more source

Matrix Completion Based on Low-Rank and Local Features Applied to Images Recovery and Recommendation Systems

open access: yesIEEE Access, 2022
Recent advances have shown that the challenging problem of matrix completion arises from real-world applications, such as image recovery, and recommendation systems.
Ying Zhang   +3 more
doaj   +1 more source

Hierarchical Orthogonal Factorization: Sparse Square Matrices [PDF]

open access: yesSIAM Journal on Matrix Analysis and Applications, 2022
In this work, we develop a new fast algorithm, spaQR -- sparsified QR, for solving large, sparse linear systems. The key to our approach is using low-rank approximations to sparsify the separators in a Nested Dissection based Householder QR factorization.
Abeynaya Gnanasekaran, Eric Darve
openaire   +3 more sources

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