Symmetric nonnegative matrix trifactorization

被引:0
|
作者
Bukovsek, Damjana Kokol [1 ,2 ]
Smigoc, Helena [3 ]
机构
[1] Univ Ljubljana, Sch Econ & Business, Ljubljana, Slovenia
[2] Inst Math Phys & Mech, Ljubljana, Slovenia
[3] Univ Coll Dublin, Sch Math & Stat, Dublin, Ireland
关键词
Nonnegative matrix factorization; Completely positive matrices; Nonnegative symmetric matrices; Nonnegative rank; CP-RANK; FACTORIZATION;
D O I
10.1016/j.laa.2023.01.027
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The Symmetric Nonnegative Matrix Trifactorization (SN-Trifactorization) is a factorization of an n x n nonnegative symmetric matrix A of the form BCBT, where C is a k x 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 a list of basic properties and an exploration of 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.(c) 2023 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http:// creativecommons .org /licenses /by /4 .0/).
引用
收藏
页码:36 / 60
页数:25
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