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Journal of Industrial & Management Optimization
Article . 2022 . Peer-reviewed
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zbMATH Open
Article . 2022
Data sources: zbMATH Open
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Spectral norm and nuclear norm of a third order tensor

Authors: Qi, L; Hu, S; Xu, Y;

Spectral norm and nuclear norm of a third order tensor

Abstract

<p style="text-indent:20px;">The spectral norm and the nuclear norm of a third order tensor play an important role in the tensor completion and recovery problem. We show that the spectral norm of a third order tensor is equal to the square root of the spectral norm of three positive semi-definite biquadratic tensors, and the square roots of the nuclear norms of those three positive semi-definite biquadratic tensors are lower bounds of the nuclear norm of that third order tensor. This provides a way to estimate and to evaluate the spectral norm and the nuclear norm of that third order tensor. Some upper and lower bounds for the spectral norm and nuclear norm of a third order tensor, by spectral radii and nuclear norms of some symmetric matrices, are presented.</p>

Countries
China (People's Republic of), Hong Kong
Keywords

Biquadratic tensor, Third order tensor, spectral norm, Spectral norm, Multilinear algebra, tensor calculus, Norms of matrices, numerical range, applications of functional analysis to matrix theory, third order tensor, nuclear norm, Nuclear norm, biquadratic tensor

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
5
Top 10%
Average
Top 10%
Green
gold