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TSSOS: A moment-SOS hierarchy that exploits term sparsity
This paper is concerned with polynomial optimization problems. We show how to exploit
term (or monomial) sparsity of the input polynomials to obtain a new converging hierarchy of …
term (or monomial) sparsity of the input polynomials to obtain a new converging hierarchy of …
CS-TSSOS: Correlative and term sparsity for large-scale polynomial optimization
This work proposes a new moment-SOS hierarchy, called CS-TSSOS, for solving large-
scale sparse polynomial optimization problems. Its novelty is to exploit simultaneously …
scale sparse polynomial optimization problems. Its novelty is to exploit simultaneously …
Chordal-TSSOS: a moment-SOS hierarchy that exploits term sparsity with chordal extension
This work is a follow-up and a complement to [J. Wang, V. Magron and JB Lasserre, preprint,
arxiv: 1912.08899, 2019] where the TSSOS hierarchy was proposed for solving polynomial …
arxiv: 1912.08899, 2019] where the TSSOS hierarchy was proposed for solving polynomial …
Relative entropy optimization and its applications
V Chandrasekaran, P Shah - Mathematical Programming, 2017 - Springer
In this expository article, we study optimization problems specified via linear and relative
entropy inequalities. Such relative entropy programs (REPs) are convex optimization …
entropy inequalities. Such relative entropy programs (REPs) are convex optimization …
Signomial and polynomial optimization via relative entropy and partial dualization
We describe a generalization of the Sums-of-AM/GM-Exponential (SAGE) methodology for
relative entropy relaxations of constrained signomial and polynomial optimization problems …
relative entropy relaxations of constrained signomial and polynomial optimization problems …
A positivstellensatz for sums of nonnegative circuit polynomials
Recently, the second and third authors developed sums of nonnegative circuit polynomials
(SONC) as a new certificate of nonnegativity for real polynomials, which is independent of …
(SONC) as a new certificate of nonnegativity for real polynomials, which is independent of …
Geometric programming for optimal positive linear systems
M Ogura, M Kishida, J Lam - IEEE Transactions on Automatic …, 2019 - ieeexplore.ieee.org
This article studies the parameter tuning problem of positive linear systems for optimizing
their stability properties. We specifically show that, under certain regularity assumptions on …
their stability properties. We specifically show that, under certain regularity assumptions on …
Newton polytopes and relative entropy optimization
Certifying function nonnegativity is a ubiquitous problem in computational mathematics, with
especially notable applications in optimization. We study the question of certifying …
especially notable applications in optimization. We study the question of certifying …
Optimal size of linear matrix inequalities in semidefinite approaches to polynomial optimization
G Averkov - SIAM Journal on Applied Algebra and Geometry, 2019 - SIAM
The abbreviations LMI and SOS stand for “linear matrix inequality" and “sum of squares,"
respectively. The cone n,2d of SOS polynomials in n variables of degree at most 2d is known …
respectively. The cone n,2d of SOS polynomials in n variables of degree at most 2d is known …
Robust budget allocation via continuous submodular functions
The optimal allocation of resources for maximizing influence, spread of information or
coverage, has gained attention in the past years, in particular in machine learning and data …
coverage, has gained attention in the past years, in particular in machine learning and data …