Lower bounds for maximal cp-ranks of completely positive matrices and tensors

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Abstract

Let p n denote the maximal cp-rank attained by completely positive n × n matrices. Only lower and upper bounds for p n are known, when n ≥ 6, but it is known that (Formula Presented), and the difference of the current best upper and lower bounds for p n is of order O(n 3/2). In this paper, that gap is reduced to O(n log log n). To achieve this result, a sequence of generalized ranks of a given matrix A has to be introduced. Properties of that sequence and its generating function are investigated. For suitable A, the dth term of that sequence is the cp-rank of some completely positive tensor of order d. This allows the derivation of asymptotically matching lower and upper bounds for the maximal cp-rank of completely positive tensors of order d > 2 as well.

Original languageEnglish
Pages (from-to)519-541
Number of pages23
JournalThe Electronic Journal of Linear Algebra
Volume36
Issue number1
DOIs
Publication statusPublished - 11 Aug 2020

Austrian Fields of Science 2012

  • 101016 Optimisation
  • 101015 Operations research

Keywords

  • completely positive matrices
  • completely positive tensors
  • cp-rank
  • copositive optimization
  • . Completely positive matrices
  • Cp-rank
  • Completely positive tensors
  • Copositive optimization

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