The decompositions with respect to two core non-symmetric cones

Yue Lu, Ching Yu Yang, Jein Shan Chen, Hou Duo Qi

Research output: Contribution to journalArticle

Abstract

It is known that the analysis to tackle with non-symmetric cone optimization is quite different from the way to deal with symmetric cone optimization due to the discrepancy between these types of cones. However, there are still common concepts for both optimization problems, for example, the decomposition with respect to the given cone, smooth and nonsmooth analysis for the associated conic function, conic-convexity, conic-monotonicity and etc. In this paper, motivated by Chares’s thesis (Cones and interior-point algorithms for structured convex optimization involving powers and exponentials, 2009), we consider the decomposition issue of two core non-symmetric cones, in which two types of decomposition formulae will be proposed, one is adapted from the well-known Moreau decomposition theorem and the other follows from geometry properties of the given cones. As a byproduct, we also establish the conic functions of these cones and generalize the power cone case to its high-dimensional counterpart.

Original languageEnglish
Pages (from-to)155-188
Number of pages34
JournalJournal of Global Optimization
Volume76
Issue number1
DOIs
Publication statusPublished - 2020 Jan 1
Externally publishedYes

Keywords

  • Exponential cone
  • Moreau decomposition theorem
  • Non-symmetric cones
  • Power cone

ASJC Scopus subject areas

  • Computer Science Applications
  • Management Science and Operations Research
  • Control and Optimization
  • Applied Mathematics

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