In mathematics, the polynomial method is an algebraic approach to
combinatorics
Combinatorics is an area of mathematics primarily concerned with counting, both as a means and an end in obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many a ...
problems that involves capturing some combinatorial structure using polynomials and proceeding to argue about their algebraic properties. Recently, the polynomial method has led to the development of remarkably simple solutions to several long-standing open problems.
The polynomial method encompasses a wide range of specific techniques for using polynomials and ideas from areas such as algebraic geometry to solve combinatorics problems. While a few techniques that follow the framework of the polynomial method, such as Alon's
Combinatorial Nullstellensatz
In additive number theory and combinatorics, a restricted sumset has the form
:S=\,
where A_1,\ldots,A_n are finite nonempty subsets of a field ''F'' and P(x_1,\ldots,x_n) is a polynomial over ''F''.
If P is a constant non-zero function, for ...
,
have been known since the 1990s, it was not until around 2010 that a broader framework for the polynomial method has been developed.
Mathematical overview
Many uses of the polynomial method follow the same high-level approach. The approach is as follows:
* Embed some combinatorial problem into a vector space.
* Capture the hypotheses of the problem by constructing a polynomial of low-degree that is zero on a certain set
* After constructing the polynomial, argue about its algebraic properties to deduce that the original configuration must satisfy the desired properties.
Example
As an example, we outline Dvir's proof of the
Finite Field Kakeya Conjecture using the polynomial method.
Finite Field Kakeya Conjecture: Let
be a finite field with
elements. Let
be a Kakeya set, i.e. for each vector
there exists
such that
contains a line
. Then the set
has size at least
where
is a constant that only depends on
.
Proof: The proof we give will show that
has size at least
. The bound of
can be obtained using the same method with a little additional work.
Assume we have a Kakeya set
with
Consider the set of monomials of the form
of degree exactly
. There are exactly
such monomials. Thus, there exists a nonzero
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; ...
of degree
that vanishes on all points in
''.'' Note this is because finding such a polynomial reduces to solving a system of
linear equations for the coefficients.
Now we will use the property that
is a Kakeya set to show that
must vanish on all of
. Clearly
. Next, for
, there is an
such that the line
is contained in
. Since
is homogeneous, if
for some
then
for any
. In particular
for all nonzero
. However,
is a polynomial of degree
in
but it has at least
roots corresponding to the nonzero elements of
so it must be identically zero. In particular, plugging in
we deduce
.
We have shown that
for all
but
has degree less than
in each of the variables so this is impossible by the
Schwartz–Zippel lemma
In mathematics, the Schwartz–Zippel lemma (also called the DeMillo–Lipton–Schwartz–Zippel lemma) is a tool commonly used in probabilistic polynomial identity testing, i.e. in the problem of determining whether a given multivariate polynomi ...
. We deduce that we must actually have
Polynomial partitioning
A variation of the polynomial method, often called polynomial partitioning, was introduced by Guth and Katz in their solution to the
Erdős distinct distances problem In discrete geometry, the Erdős distinct distances problem states that every set of points in the plane has a nearly-linear number of distinct distances. It was posed by Paul Erdős in 1946 and almost proven by Larry Guth and Nets Katz in 2015.
...
.
Polynomial partitioning involves using polynomials to divide the underlying space into regions and arguing about the geometric structure of the partition. These arguments rely on results from algebraic geometry bounding the number of incidences between various algebraic curves. The technique of polynomial partitioning has been used to give a new proof of the
Szemerédi–Trotter theorem
The Szemerédi–Trotter theorem is a mathematical result in the field of Discrete geometry. It asserts that given points and lines in the Euclidean plane, the number of incidences (''i.e.'', the number of point-line pairs, such that the point ...
via the
polynomial ham sandwich theorem
In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An examp ...
and has been applied to a variety of problems in incidence geometry.
Applications
A few examples of longstanding open problems that have been solved using the polynomial method are:
* The
finite field Kakeya conjecture by Dvir
*The
cap set
In affine geometry, a cap set is a subset of \mathbb_3^n (an n-dimensional affine space over a three-element field) with no three elements in a line.
The cap set problem is the problem of finding the size of the largest possible cap set, as a func ...
problem by Ellenberg and Gijswijt
with the original framework developed on the analogous problem over
by Croot, Lev and Pach
* The
Erdős distinct distances problem In discrete geometry, the Erdős distinct distances problem states that every set of points in the plane has a nearly-linear number of distinct distances. It was posed by Paul Erdős in 1946 and almost proven by Larry Guth and Nets Katz in 2015.
...
by Guth and Katz
*The Joints Problem in 3D by Guth and Katz.
Their argument was later simplified by Elekes, Kaplan and Sharir
[{{cite journal, last1=Elekes, first1=György, last2=Kaplan, first2=Haim, last3=Sharir, first3=Micha, authorlink3=Micha Sharir, year=2011, title=On lines, joints, and incidences in three dimensions, journal=]Journal of Combinatorial Theory
The ''Journal of Combinatorial Theory'', Series A and Series B, are mathematical journals specializing in combinatorics and related areas. They are published by Elsevier. ''Series A'' is concerned primarily with structures, designs, and applicat ...
, series=Series A, volume=118, issue=3, pages=962–977, doi=10.1016/j.jcta.2010.11.008, doi-access=free, issn=0097-3165
See also
*
Combinatorial Nullstellensatz
In additive number theory and combinatorics, a restricted sumset has the form
:S=\,
where A_1,\ldots,A_n are finite nonempty subsets of a field ''F'' and P(x_1,\ldots,x_n) is a polynomial over ''F''.
If P is a constant non-zero function, for ...
References
External links
Survey on the Polynomial Methodby Terence Tao
Survey on the Polynomial Methodby Larry Guth
Combinatorics