Hilbert's Seventeenth Problem
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Hilbert's seventeenth problem is one of the 23
Hilbert problems Hilbert's problems are 23 problems in mathematics published by German mathematician David Hilbert in 1900. They were all unsolved at the time, and several proved to be very influential for 20th-century mathematics. Hilbert presented ten of the pro ...
set out in a celebrated list compiled in 1900 by
David Hilbert David Hilbert (; ; 23 January 1862 – 14 February 1943) was a German mathematician, one of the most influential mathematicians of the 19th and early 20th centuries. Hilbert discovered and developed a broad range of fundamental ideas in many a ...
. It concerns the expression of
positive definite In mathematics, positive definiteness is a property of any object to which a bilinear form or a sesquilinear form may be naturally associated, which is positive-definite. See, in particular: * Positive-definite bilinear form * Positive-definite f ...
rational function In mathematics, a rational function is any function that can be defined by a rational fraction, which is an algebraic fraction such that both the numerator and the denominator are polynomials. The coefficients of the polynomials need not be rat ...
s as
sums In mathematics, summation is the addition of a sequence of any kind of numbers, called ''addends'' or ''summands''; the result is their ''sum'' or ''total''. Beside numbers, other types of values can be summed as well: function (mathematics), fu ...
of
quotient In arithmetic, a quotient (from lat, quotiens 'how many times', pronounced ) is a quantity produced by the division of two numbers. The quotient has widespread use throughout mathematics, and is commonly referred to as the integer part of a ...
s of
square In Euclidean geometry, a square is a regular quadrilateral, which means that it has four equal sides and four equal angles (90-degree angles, π/2 radian angles, or right angles). It can also be defined as a rectangle with two equal-length adj ...
s. The original question may be reformulated as: * Given a multivariate polynomial that takes only non-negative values over the reals, can it be represented as a sum of squares of rational functions? Hilbert's question can be restricted to
homogeneous polynomial In mathematics, a homogeneous polynomial, sometimes called quantic in older texts, is a polynomial whose nonzero terms all have the same degree. For example, x^5 + 2 x^3 y^2 + 9 x y^4 is a homogeneous polynomial of degree 5, in two variables; t ...
s of even degree, since a polynomial of odd degree changes sign, and the homogenization of a polynomial takes only nonnegative values if and only if the same is true for the polynomial.


Motivation

The formulation of the question takes into account that there are non-negative polynomials, for example :f(x,y,z)=z^6+x^4y^2+x^2y^4-3x^2y^2z^2, which cannot be represented as a sum of squares of other polynomials. In 1888, Hilbert showed that every non-negative homogeneous polynomial in ''n'' variables and degree 2''d'' can be represented as sum of squares of other polynomials if and only if either (a) ''n'' = 2 or (b) 2''d'' = 2 or (c) ''n'' = 3 and 2''d'' = 4. Hilbert's proof did not exhibit any explicit counterexample: only in 1967 the first explicit counterexample was constructed by Motzkin. The following table summarizes in which cases a homogeneous polynomial (or a polynomial of even degree) can be represented as a sum of squares:


Solution and generalizations

The particular case of ''n'' = 2 was already solved by Hilbert in 1893. The general problem was solved in the affirmative, in 1927, by
Emil Artin Emil Artin (; March 3, 1898 – December 20, 1962) was an Austrian mathematician of Armenian descent. Artin was one of the leading mathematicians of the twentieth century. He is best known for his work on algebraic number theory, contributing lar ...
, for positive semidefinite functions over the reals or more generally
real-closed field In mathematics, a real closed field is a field ''F'' that has the same first-order properties as the field of real numbers. Some examples are the field of real numbers, the field of real algebraic numbers, and the field of hyperreal numbers. De ...
s. An algorithmic solution was found by Charles Delzell in 1984. A result of
Albrecht Pfister Albrecht Pfister (c. 1420 – c. 1466) was one of the first European printers to use movable type, following its invention by Johannes Gutenberg. Working in Bamberg, Germany, he is believed to have been responsible for two innovations in the u ...
shows that a positive semidefinite form in ''n'' variables can be expressed as a sum of 2''n'' squares.Lam (2005) p.391 Dubois showed in 1967 that the answer is negative in general for
ordered field In mathematics, an ordered field is a field together with a total ordering of its elements that is compatible with the field operations. The basic example of an ordered field is the field of real numbers, and every Dedekind-complete ordered field ...
s. In this case one can say that a positive polynomial is a sum of weighted squares of rational functions with positive coefficients. A generalization to the matrix case (matrices with polynomial function entries that are always positive semidefinite can be expressed as sum of squares of symmetric matrices with rational function entries) was given by Gondard, Ribenboim and Procesi, Schacher, with an elementary proof given by Hillar and Nie.


Minimum number of square rational terms

It is an open question what is the smallest number :v(n,d), such that any ''n''-variate, non-negative polynomial of degree ''d'' can be written as sum of at most v(n,d) square rational functions over the reals. The best known result () is :v(n,d)\leq2^n, due to Pfister in 1967. On the other hand, an ''n''-variable instance of
3-SAT In logic and computer science, the Boolean satisfiability problem (sometimes called propositional satisfiability problem and abbreviated SATISFIABILITY, SAT or B-SAT) is the problem of determining if there exists an interpretation that satisfie ...
can be realized as a positivity problem on a polynomial with ''n'' variables and ''d=4''. This proves that positivity testing is
NP-Hard In computational complexity theory, NP-hardness ( non-deterministic polynomial-time hardness) is the defining property of a class of problems that are informally "at least as hard as the hardest problems in NP". A simple example of an NP-hard pr ...
. More precisely, assuming the
exponential time hypothesis In computational complexity theory, the exponential time hypothesis is an unproven computational hardness assumption that was formulated by . It states that satisfiability of 3-CNF Boolean formulas cannot be solved more quickly than exponential t ...
to be true, v(n,d) = 2^. In complex analysis the Hermitian analogue, requiring the squares to be squared norms of holomorphic mappings, is somewhat more complicated, but true for positive polynomials by a result of Quillen. The result of Pfister on the other hand fails in the Hermitian case, that is there is no bound on the number of squares required, see D'Angelo–Lebl.


See also

*
Polynomial SOS In mathematics, a form (i.e. a homogeneous polynomial) ''h''(''x'') of degree 2''m'' in the real ''n''-dimensional vector ''x'' is sum of squares of forms (SOS) if and only if there exist forms g_1(x),\ldots,g_k(x) of degree ''m'' such that h(x ...
*
Positive polynomial In mathematics, a positive polynomial on a particular set is a polynomial whose values are positive on that set. Let ''p'' be a polynomial in ''n'' variables with real coefficients and let ''S'' be a subset of the ''n''-dimensional Euclidean ...
*
Sum-of-squares optimization A sum-of-squares optimization program is an optimization problem with a linear cost function and a particular type of constraint on the decision variables. These constraints are of the form that when the decision variables are used as coefficien ...
*
SOS-convexity A multivariate polynomial is SOS-convex (or sum of squares convex) if its Hessian matrix H can be factored as H(''x'') = ''S''T(''x'')''S''(''x'') where ''S'' is a matrix (possibly rectangular) which entries are polynomials in ''x''. In other wo ...


Notes


References

* * * * {{DEFAULTSORT:Hilbert's Seventeenth Problem Real algebraic geometry #17