TY - JOUR
T1 - Matrix Approximation by a Sum of Matrix Products
AU - Torokhti, Anatoli
AU - Soto-Quiros, Pablo
AU - Ejov, Vladimir
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive licence to Springer Nature India Private Limited.
PY - 2023/12
Y1 - 2023/12
N2 - In this paper, we consider solutions of the problems related to the modelling of data transmission systems. Mathematically, the problem is formulated as a problem of approximation of a matrix by a sum of matrix products subject to multiple rank constraints. We provide the solution of this problem in the form of some special iterative procedure and show that iterations converge to a coordinate-wise minimum of the objective function. A particular case of the original problem when the rank constraints are omitted is also considered. In both cases, the solutions are associated with special data transmission systems. The considered problems are extensions of the well-known problems where the matrix approximate is represented by only a single term, not by a sum of matrices.
AB - In this paper, we consider solutions of the problems related to the modelling of data transmission systems. Mathematically, the problem is formulated as a problem of approximation of a matrix by a sum of matrix products subject to multiple rank constraints. We provide the solution of this problem in the form of some special iterative procedure and show that iterations converge to a coordinate-wise minimum of the objective function. A particular case of the original problem when the rank constraints are omitted is also considered. In both cases, the solutions are associated with special data transmission systems. The considered problems are extensions of the well-known problems where the matrix approximate is represented by only a single term, not by a sum of matrices.
KW - Iterative Method
KW - Matrix Approximation
KW - Rank Constrained Optimization
UR - http://www.scopus.com/inward/record.url?scp=85174543990&partnerID=8YFLogxK
U2 - 10.1007/s40819-023-01612-5
DO - 10.1007/s40819-023-01612-5
M3 - Artículo
AN - SCOPUS:85174543990
SN - 2349-5103
VL - 9
JO - International Journal of Applied and Computational Mathematics
JF - International Journal of Applied and Computational Mathematics
IS - 6
M1 - 129
ER -