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In 1973, Calder\'{o}n proved that an $m \times 2$ positive semidefinite (psd) biquadratic form can always be expressed as the sum of ${3m(m+1) \over 2}$ squares of quadratic forms. Very recently, by applying Hilbert's theorem on ternary…

Number Theory · Mathematics 2025-12-01 Liqun Qi , Chunfeng Cui , Yi Xu

We study SOS properties of biquadratic forms. For the class of partially symmetric biquadratic forms, we establish necessary and sufficient conditions for positive semi-definiteness and prove that every PSD partially symmetric biquadratic…

Optimization and Control · Mathematics 2026-01-21 Liqun Qi , Chunfeng Cui , Yi Xu

Hilbert proved in 1888 that a positive semidefinite (psd) real form is a sum of squares (sos) of real forms if and only if $n=2$ or $d=1$ or $(n,2d)=(3,4)$, where $n$ is the number of variables and $2d$ the degree of the form. We study the…

Algebraic Geometry · Mathematics 2016-11-03 Charu Goel , Salma Kuhlmann , Bruce Reznick

A famous theorem of Hilbert from 1888 states that a positive semidefinite (psd) real form is a sum of squares (sos) of real forms if and only if $n=2$ or $d=1$ or $(n,2d)=(3,4)$, where $n$ is the number of variables and $2d$ the degree of…

Algebraic Geometry · Mathematics 2016-03-01 Charu Goel , Salma Kuhlmann , Bruce Reznick

A polynomial that is nonnegative need not be a sum of squares of polynomials. This classical gap, identified by Hilbert in 1888, lies at the heart of why the global optimization of multivariate quartic polynomials is NP-hard. Yet we show…

Optimization and Control · Mathematics 2026-04-03 Wenqi Zhu , Coralia Cartis

To prove that a polynomial is nonnegative on R^n one can try to show that it is a sum of squares of polynomials (SOS). The latter problem is now known to be reducible to a semidefinite programming (SDP) computation much faster than…

Algebraic Geometry · Mathematics 2010-10-27 J. Maurice Rojas , Swaminathan Sethuraman

We present a Hilbert space geometric approach to the problem of characterizing the positive bivariate trigonometric polynomials that can be represented as the square of a two variable polynomial possessing a certain stability requirement,…

Complex Variables · Mathematics 2016-03-21 Jeffrey S. Geronimo , Plamen Iliev , Greg Knese

This paper studies sum-of-squares (SOS) representations for structured biquadratic forms. We prove that diagonally dominated symmetric biquadratic tensors are always SOS. For the special case of symmetric biquadratic forms, we establish…

Optimization and Control · Mathematics 2025-12-12 Yi Xu , Chunfeng Cui , Liqun Qi

We prove decomposition theorems for sparse positive (semi)definite polynomial matrices that can be viewed as sparsity-exploiting versions of the Hilbert--Artin, Reznick, Putinar, and Putinar--Vasilescu Positivstellens\"atze. First, we…

Optimization and Control · Mathematics 2021-11-23 Yang Zheng , Giovanni Fantuzzi

Artin solved Hilbert's 17th problem, proving that a real polynomial in $n$ variables that is positive semidefinite is a sum of squares of rational functions, and Pfister showed that only $2^n$ squares are needed. In this paper, we…

Algebraic Geometry · Mathematics 2017-07-04 Olivier Benoist

In 1888 Hilbert showed that every nonnegative homogeneous polynomial with real coefficients of degree $2d$ in $n$ variables is a sum of squares if and only if $d=1$ (quadratic forms), $n=2$ (binary forms) or $(n,d)=(3,2)$ (ternary…

Algebraic Geometry · Mathematics 2014-05-07 Simone Naldi

This paper presents a novel algorithm for constructing a sum-of-squares (SOS) decomposition for positive semi-definite polynomials with rational coefficients. Unlike previous methods that typically yield SOS decompositions with…

Symbolic Computation · Computer Science 2025-10-06 Zhenbing Zeng , Yong Huang , Lu Yang , Yongsheng Rao

We study the problem of decomposing a non-negative polynomial as an exact sum of squares (SOS) in the case where the associated semidefinite program is feasible but not strictly feasible (for example if the polynomial has real zeros).…

Algebraic Geometry · Mathematics 2018-10-11 Santiago Laplagne

Our first contribution in this paper is to prove that three natural sum of squares (sos) based sufficient conditions for convexity of polynomials, via the definition of convexity, its first order characterization, and its second order…

Optimization and Control · Mathematics 2013-12-31 Amir Ali Ahmadi , Pablo A. Parrilo

We study the sum-of-squares (SOS) rank of simple and diagonal biquadratic forms. For simple biquadratic forms in $3 \times 3$ variables, we show that the maximum SOS rank is exactly $6$, attained by a specific six-term form. We further…

Optimization and Control · Mathematics 2026-02-05 Yi Xu , Chufeng Cui , Liqun Qi

A multivariate polynomial $p(x)=p(x_1,...,x_n)$ is sos-convex if its Hessian $H(x)$ can be factored as $H(x)= M^T(x) M(x)$ with a possibly nonsquare polynomial matrix $M(x)$. It is easy to see that sos-convexity is a sufficient condition…

Optimization and Control · Mathematics 2012-09-19 Amir Ali Ahmadi , Pablo A. Parrilo

For any 4-variate quartic form $f\geq 0$ (i.e. $f$ nonnegative, homogeneous polynomial of degree $4$ with real coefficients) there exist quadratic forms $q$ and $q'$ so that $qq'f$ is a sum of squares (s.o.s.) of quartics, by reducing to…

Algebraic Geometry · Mathematics 2026-03-19 Dmitrii V. Pasechnik

Certifying nonnegativity of polynomials is a well-known NP-hard problem with direct applications spanning non-convex optimization, control, robotics, and beyond. A sufficient condition for nonnegativity is the Sum of Squares (SOS) property,…

Machine Learning · Computer Science 2025-10-16 Nico Pelleriti , Christoph Spiegel , Shiwei Liu , David Martínez-Rubio , Max Zimmer , Sebastian Pokutta

We study separable plus quadratic (SPQ) polynomials, i.e., polynomials that are the sum of univariate polynomials in different variables and a quadratic polynomial. Motivated by the fact that nonnegative separable and nonnegative quadratic…

Optimization and Control · Mathematics 2021-05-12 Amir Ali Ahmadi , Cemil Dibek , Georgina Hall

Hilbert's ternary quartic theorem states that every nonnegative degree 4 homogeneous polynomial in three variables can be written as a sum of three squares of homogeneous quadratic polynomials. We give a linear-algebraic approach to…

Algebraic Geometry · Mathematics 2019-05-14 Anatolii Grinshpan , Hugo J. Woerdeman
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