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Scaling-invariant Functions versus Positively Homogeneous Functions

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Abstract

Scaling-invariant functions preserve the order of points when the points are scaled by the same positive scalar (usually with respect to a unique reference point). Composites of strictly monotonic functions with positively homogeneous functions are scaling-invariant with respect to zero. We prove in this paper that also the reverse is true for large classes of scaling-invariant functions. Specifically, we give necessary and sufficient conditions for scaling-invariant functions to be composites of a strictly monotonic function with a positively homogeneous function. We also study sublevel sets of scaling-invariant functions generalizing well-known properties of positively homogeneous functions.

Original languageEnglish
Pages (from-to)363-383
Number of pages21
JournalJournal of Optimization Theory and Applications
Volume191
Issue number1
DOIs
Publication statusPublished - 1 Oct 2021

Keywords

  • Compact level set
  • Positively homogeneous function
  • Scaling-invariant function

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