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Linear Algebra and its Applications
Article . 2023 . Peer-reviewed
License: CC BY
Data sources: Crossref
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https://dx.doi.org/10.48550/ar...
Article . 2021
License: arXiv Non-Exclusive Distribution
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Symmetric nonnegative matrix trifactorization

Authors: Damjana Kokol Bukovšek; Helena Šmigoc;

Symmetric nonnegative matrix trifactorization

Abstract

The Symmetric Nonnegative Matrix Trifactorization (SN-Trifactorization) is a factorization of an $n \times n$ nonnegative symmetric matrix $A$ of the form $BCB^T$, where $C$ is a $k \times k$ symmetric matrix, and both $B$ and $C$ are required to be nonnegative. This work introduces the SNT-rank of $A$, as the minimal $k$, for which such factorization exists. After listing basic properties and exploring SNT-rank of low rank matrices, the class of nonnegative symmetric matrices with SNT-rank equal to rank is studied. The paper concludes with a completion problem, that asks for matrices with the smallest possible SNT-rank among all nonnegative symmetric matrices with given diagonal blocks.

Country
Slovenia
Keywords

mathematical economy, matematična ekonomija, mathematics, matrična algebra, completely positive matrices, nonnegative matrix factorization, matrix algebra, info:eu-repo/classification/udc/330.4, nonnegative rank, nonnegative symmetric matrices, Mathematics - Spectral Theory, matematika, Optimization and Control (math.OC), FOS: Mathematics, Mathematics - Optimization and Control, Spectral Theory (math.SP), 15A23, 15B48

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citations
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!
2
Average
Average
Average
Green
hybrid