Positive Polynomials and Projections of Spectrahedra

This article is concerned with different aspects of spectrahedra and their projections, sets that are important in semidefinite optimization. We prove results on the limitations of so-called Lasserre and theta body relaxation methods for semialgebraic sets and varieties. As a special case we obtain the main result of Netzer, Plaumann, and Schweighofer [SIAM J. Optim., 20 (2010), pp. 1944–1955] on nonexposed faces. We also solve the open problems from that work. We further give a unified account of several results on convex hulls of curves and images of polynomial maps. We finally prove a Positivstellensatz for projections of spectrahedra, which exceeds the known results that only work for basic closed semialgebraic sets.

[1]  Tim Netzer,et al.  EXPOSED FACES OF SEMIDEFINITE REPRESENTABLE SETS , 2009 .

[2]  Petter Brändén Obstructions to determinantal representability , 2011 .

[3]  J. William Helton,et al.  The matricial relaxation of a linear matrix inequality , 2010, Math. Program..

[4]  Claus Scheiderer Convex hulls of curves of genus one , 2010 .

[5]  Arkadi Nemirovski,et al.  Lectures on modern convex optimization - analysis, algorithms, and engineering applications , 2001, MPS-SIAM series on optimization.

[6]  Claus Scheiderer,et al.  Sums of squares of regular functions on real algebraic varieties , 2000 .

[7]  T. Jacobi A representation theorem for certain partially ordered commutative rings , 2001 .

[8]  Didier Henrion,et al.  Semidefinite Representation of Convex Hulls of Rational Varieties , 2009, ArXiv.

[9]  Rekha R. Thomas,et al.  Theta Bodies for Polynomial Ideals , 2008, SIAM J. Optim..

[10]  W. Fulton,et al.  Algebraic Curves: An Introduction to Algebraic Geometry , 1969 .

[11]  Claus Scheiderer,et al.  Non-existence of degree bounds for weighted sums of squares representations , 2005, J. Complex..

[12]  Pablo A. Parrilo,et al.  Minimizing Polynomial Functions , 2001, Algorithmic and Quantitative Aspects of Real Algebraic Geometry in Mathematics and Computer Science.

[13]  Stephen P. Boyd,et al.  Semidefinite Programming , 1996, SIAM Rev..

[14]  W. Fulton Algebraic curves , 1969 .

[15]  A. Nemirovski Advances in convex optimization : conic programming , 2005 .

[16]  M. Marshall Positive polynomials and sums of squares , 2008 .

[17]  A. Lewis,et al.  The lax conjecture is true , 2003, math/0304104.

[18]  Charles N. Delzell,et al.  Positive Polynomials on Semialgebraic Sets , 2001 .

[19]  Igor Klep,et al.  Infeasibility certificates for linear matrix inequalities , 2011 .

[20]  K. Ueno An Introduction to Algebraic Geometry , 1997 .

[21]  J. William Helton,et al.  Semidefinite representation of convex sets , 2007, Math. Program..

[22]  Yurii Nesterov,et al.  Interior-point polynomial algorithms in convex programming , 1994, Siam studies in applied mathematics.

[23]  Jean B. Lasserre,et al.  Convex sets with semidefinite representation , 2009, Math. Program..

[24]  J. Helton,et al.  Linear matrix inequality representation of sets , 2003, math/0306180.

[25]  Aharon Ben-Tal,et al.  Lectures on modern convex optimization , 1987 .

[26]  Rainer Sinn,et al.  A Note on the Convex Hull of Finitely Many Projections of Spectrahedra , 2009 .

[27]  Henry Wolkowicz,et al.  Handbook of Semidefinite Programming , 2000 .

[28]  P. H. Diananda On non-negative forms in real variables some or all of which are non-negative , 1962, Mathematical Proceedings of the Cambridge Philosophical Society.

[29]  Salma Kuhlmann,et al.  Positivity, sums of squares and the multi-dimensional moment problem II ⁄ , 2005 .

[30]  J. William Helton,et al.  Sufficient and Necessary Conditions for Semidefinite Representability of Convex Hulls and Sets , 2007, SIAM J. Optim..

[31]  A. J. Goldman,et al.  Some geometric results in semidefinite programming , 1995, J. Glob. Optim..

[32]  Salma Kuhlmann,et al.  Positivity, sums of squares and the multi-dimensional moment problem , 2002 .

[33]  D. Henrion On semidefinite representations of plane quartics , 2008, 0809.1826.

[34]  Markus Schweighofer,et al.  Exposed Faces of Semidefinitely Representable Sets , 2010, SIAM J. Optim..

[35]  Bernd Sturmfels,et al.  The Convex Hull of a Variety , 2010, ArXiv.