Solvability classes for core problems in matrix total least squares minimization
Applications of Mathematics, Tome 64 (2019) no. 2, pp. 103-128
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Linear matrix approximation problems $AX\approx B$ are often solved by the total least squares minimization (TLS). Unfortunately, the TLS solution may not exist in general. The so-called core problem theory brought an insight into this effect. Moreover, it simplified the solvability analysis if $B$ is of column rank one by extracting a core problem having always a unique TLS solution. However, if the rank of $B$ is larger, the core problem may stay unsolvable in the TLS sense, as shown for the first time by Hnětynková, Plešinger, and Sima (2016). Full classification of core problems with respect to their solvability is still missing. Here we fill this gap. Then we concentrate on the so-called composed (or reducible) core problems that can be represented by a composition of several smaller core problems. We analyze how the solvability class of the components influences the solvability class of the composed problem. We also show on an example that the TLS solvability class of a core problem may be in some sense improved by its composition with a suitably chosen component. The existence of irreducible problems in various solvability classes is discussed.
Linear matrix approximation problems $AX\approx B$ are often solved by the total least squares minimization (TLS). Unfortunately, the TLS solution may not exist in general. The so-called core problem theory brought an insight into this effect. Moreover, it simplified the solvability analysis if $B$ is of column rank one by extracting a core problem having always a unique TLS solution. However, if the rank of $B$ is larger, the core problem may stay unsolvable in the TLS sense, as shown for the first time by Hnětynková, Plešinger, and Sima (2016). Full classification of core problems with respect to their solvability is still missing. Here we fill this gap. Then we concentrate on the so-called composed (or reducible) core problems that can be represented by a composition of several smaller core problems. We analyze how the solvability class of the components influences the solvability class of the composed problem. We also show on an example that the TLS solvability class of a core problem may be in some sense improved by its composition with a suitably chosen component. The existence of irreducible problems in various solvability classes is discussed.
DOI :
10.21136/AM.2019.0252-18
Classification :
15A06, 15A09, 15A18, 15A23, 65F20
Keywords: linear approximation problem; core problem theory; total least squares; classification; (ir)reducible problem
Keywords: linear approximation problem; core problem theory; total least squares; classification; (ir)reducible problem
@article{10_21136_AM_2019_0252_18,
author = {Hn\v{e}tynkov\'a, Iveta and Ple\v{s}inger, Martin and \v{Z}\'akov\'a, Jana},
title = {Solvability classes for core problems in matrix total least squares minimization},
journal = {Applications of Mathematics},
pages = {103--128},
year = {2019},
volume = {64},
number = {2},
doi = {10.21136/AM.2019.0252-18},
mrnumber = {3936965},
zbl = {07088734},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2019.0252-18/}
}
TY - JOUR AU - Hnětynková, Iveta AU - Plešinger, Martin AU - Žáková, Jana TI - Solvability classes for core problems in matrix total least squares minimization JO - Applications of Mathematics PY - 2019 SP - 103 EP - 128 VL - 64 IS - 2 UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2019.0252-18/ DO - 10.21136/AM.2019.0252-18 LA - en ID - 10_21136_AM_2019_0252_18 ER -
%0 Journal Article %A Hnětynková, Iveta %A Plešinger, Martin %A Žáková, Jana %T Solvability classes for core problems in matrix total least squares minimization %J Applications of Mathematics %D 2019 %P 103-128 %V 64 %N 2 %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2019.0252-18/ %R 10.21136/AM.2019.0252-18 %G en %F 10_21136_AM_2019_0252_18
Hnětynková, Iveta; Plešinger, Martin; Žáková, Jana. Solvability classes for core problems in matrix total least squares minimization. Applications of Mathematics, Tome 64 (2019) no. 2, pp. 103-128. doi: 10.21136/AM.2019.0252-18
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