• Anglický jazyk

Low-Rank Semidefinite Programming

Autor: Alex Lemon

Finding low-rank solutions of semidefinite programs is important in many applications. For example, semidefinite programs that arise as relaxations of polynomial optimization problems are exact relaxations when the semidefinite program has a rank-1 solution.... Viac o knihe

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O knihe

Finding low-rank solutions of semidefinite programs is important in many applications. For example, semidefinite programs that arise as relaxations of polynomial optimization problems are exact relaxations when the semidefinite program has a rank-1 solution. Unfortunately, computing a minimum-rank solution of a semidefinite program is an NP-hard problem. This monograph reviews the theory of low-rank semidefinite programming, presenting theorems that guarantee the existence of a low-rank solution, heuristics for computing low-rank solutions, and algorithms for finding low-rank approximate solutions. It then presents applications of the theory to trust-region problems and signal processing.

  • Vydavateľstvo: Now Publishers Inc
  • Rok vydania: 2016
  • Formát: Paperback
  • Rozmer: 234 x 156 mm
  • Jazyk: Anglický jazyk
  • ISBN: 9781680831368

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