A randomized method for solving discrete ill-posed problems

DA Rachkovskij, EG Revunova - Cybernetics and Systems Analysis, 2012 - Springer
An approach is proposed to the stable solution of discrete ill-posed problems on the basis of
a combination of random projection of the initial ill-conditioned matrix with an ill-defined …

Model selection criteria for a linear model to solve discrete ill-posed problems on the basis of singular decomposition and random projection

EG Revunova - Cybernetics and Systems Analysis, 2016 - Springer
Criteria are developed to determine the optimal number of components of a linear model in
solving a discrete ill-posed problem by the methods of truncated singular value …

Estimation of vectors similarity by their randomized binary projections

DA Rachkovskij - Cybernetics and Systems Analysis, 2015 - Springer
We analyze the estimation of the angle, scalar product, and the Euclidean distance of real-
valued vectors using binary vectors with controlled sparsity. Transformation is carried out by …

Analytical study of error components for solving discrete ill-posed problems using random projections

EG Revunova - Cybernetics and Systems Analysis, 2015 - Springer
This article analytically studies the dependence of components of the error of reconstructing
the true signal on the number of rows of a random projection matrix. It is shown that, with …

Increasing the accuracy of solving discrete ill-posed problems by the random projection method

EG Revunova - Cybernetics and Systems Analysis, 2018 - Springer
To solve discrete ill-posed problems by the random projection method, the error bias and
variance that arise from averaging over the random matrix realizations are studied. An …

[PDF][PDF] Randomization approach to the reconstruction of signals resulted from indirect measurements

EG Revunova - Proc. ICIM, 2013 - astrid.irtc.org.ua
This paper proposes an approach to the stable solution of the output transformation
problem, based on random projections and QR-decomposition. The behavior of the error …

[PDF][PDF] Stable transformation of a linear system output to the output of system with a given basis by random projections

EG Revunova, DA Rachkovskij - The 5th International Workshop …, 2012 - astrid.irtc.org.ua
An approach to a stable transformation of the output of a linear system into the output of a
linear system with some particular basis is proposed. To provide stability, we use two …

Random projection and truncated SVD for estimating direction of arrival in antenna array

EG Revunova, DA Rachkovskij - … и вычислительная техника, 2018 - dspace.nbuv.gov.ua
Èíôîðìàòèêà è èíôîðìàöèîííûå òåõíîëîãèè Page 1 ISSN 2519-2205 (Online), ISSN 0454-9910
(Print). Киб. и выч. техн. 2018. № 3 (193) Èíôîðìàòèêà è èíôîðìàöèîííûå òåõíîëîãèè DOI: https://doi.org/10.15407/kvt192.03.005 …

Дослідження точності розв'язання дискретних некоректних задач методом випадкових проекцій

ОГ Ревунова - Управляющие системы и машины, 2018 - dspace.nbuv.gov.ua
Для розв'язання дискретних некоректних задач на основі аналітичного усереднення
випадкового проектування розроблено метод визначення оптимальної розмірності …

[HTML][HTML] CCE Journal

EG Revunova, DA Rachkovskij - kvt-journal.org.ua
Results. Comparison of TSVD and MUSIC (implemented in real numbers) when working
with correlated sources and five snapshots showed the advantage of TSVD in terms of the …