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The Szemerédi–Trotter theorem is a
mathematical Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
result in the field of
Discrete geometry Discrete geometry and combinatorial geometry are branches of geometry that study combinatorial properties and constructive methods of discrete geometric objects. Most questions in discrete geometry involve finite or discrete sets of basic ge ...
. It asserts that given
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and
lines Line most often refers to: * Line (geometry), object with zero thickness and curvature that stretches to infinity * Telephone line, a single-user circuit on a telephone communication system Line, lines, The Line, or LINE may also refer to: Arts ...
in the
Euclidean plane In mathematics, the Euclidean plane is a Euclidean space of dimension two. That is, a geometric setting in which two real quantities are required to determine the position of each point ( element of the plane), which includes affine notions ...
, the number of incidences (''i.e.'', the number of point-line pairs, such that the point lies on the line) is O \left ( n^ m^ + n + m \right ). This bound cannot be improved, except in terms of the implicit constants. As for the implicit constants, it was shown by
János Pach János Pach (born May 3, 1954) is a mathematician and computer scientist working in the fields of combinatorics and discrete and computational geometry. Biography Pach was born and grew up in Hungary. He comes from a noted academic family: his ...
, Radoš Radoičić,
Gábor Tardos Gábor Tardos (born 11 July 1964) is a Hungarian mathematician, currently a professor at Central European University and previously a Canada Research Chair at Simon Fraser University. He works mainly in combinatorics and computer science. He is ...
, and Géza Tóth that the upper bound 2.5n^ m^ + n + m holds. Since then better constants are known due to better crossing lemma constants; the current best is 2.44. On the other hand, Pach and Tóth showed that the statement does not hold true if one replaces the coefficient 2.5 with 0.42. An equivalent formulation of the theorem is the following. Given points and an integer , the number of lines which pass through at least of the points is O \left( \frac + \frac \right ). The original proof of
Endre Szemerédi Endre Szemerédi (; born August 21, 1940) is a Hungarian-American mathematician and computer scientist, working in the field of combinatorics and theoretical computer science. He has been the State of New Jersey Professor of computer science a ...
and
William T. Trotter William Thomas Trotter Jr. is an American mathematician, who is on the faculty of the Department of Mathematics at the Georgia Institute of Technology. His main expertise is partially ordered sets, but he has also done significant work in other are ...
was somewhat complicated, using a combinatorial technique known as ''
cell decomposition Cell most often refers to: * Cell (biology), the functional basic unit of life Cell may also refer to: Locations * Monastic cell, a small room, hut, or cave in which a religious recluse lives, alternatively the small precursor of a monastery w ...
''. Later, László Székely discovered a much simpler proof using the
crossing number inequality In the mathematics of graph drawing, the crossing number inequality or crossing lemma gives a lower bound on the Crossing number (graph theory), minimum number of crossings of a given Graph (discrete mathematics), graph, as a function of the number ...
for
graphs Graph may refer to: Mathematics *Graph (discrete mathematics), a structure made of vertices and edges **Graph theory, the study of such graphs and their properties * Graph (topology), a topological space resembling a graph in the sense of discr ...
. (See below.) The Szemerédi–Trotter theorem has a number of consequences, including Beck's theorem in
incidence geometry In mathematics, incidence geometry is the study of incidence structures. A geometric structure such as the Euclidean plane is a complicated object that involves concepts such as length, angles, continuity, betweenness, and incidence. An ''incide ...
and the Erdős-Szemerédi sum-product problem in
additive combinatorics Additive combinatorics is an area of combinatorics in mathematics. One major area of study in additive combinatorics are ''inverse problems'': given the size of the sumset ''A'' + ''B'' is small, what can we say about the structures of A ...
.


Proof of the first formulation

We may discard the lines which contain two or fewer of the points, as they can contribute at most incidences to the total number. Thus we may assume that every line contains at least three of the points. If a line contains points, then it will contain line segments which connect two consecutive points along the line. Because after discarding the two-point lines, it follows that , so the number of these line segments on each line is at least half the number of incidences on that line. Summing over all of the lines, the number of these line segments is again at least half the total number of incidences. Thus if denotes the number of such line segments, it will suffice to show that e = O \left ( n^ m^ + n + m \right). Now consider the
graph Graph may refer to: Mathematics *Graph (discrete mathematics), a structure made of vertices and edges **Graph theory, the study of such graphs and their properties *Graph (topology), a topological space resembling a graph in the sense of discre ...
formed by using the points as vertices, and the line segments as edges. Since each line segment lies on one of lines, and any two lines intersect in at most one point, the crossing number of this graph is at most the number of points where two lines intersect, which is at most . The
crossing number inequality In the mathematics of graph drawing, the crossing number inequality or crossing lemma gives a lower bound on the Crossing number (graph theory), minimum number of crossings of a given Graph (discrete mathematics), graph, as a function of the number ...
implies that either , or that . In either case , giving the desired bound :e = O \left ( n^ m^ + n + m \right ).


Proof of the second formulation

Since every pair of points can be connected by at most one line, there can be at most lines which can connect at or more points, since . This bound will prove the theorem when is small (e.g. if for some absolute constant ). Thus, we need only consider the case when is large, say . Suppose that there are ''m'' lines that each contain at least points. These lines generate at least incidences, and so by the first formulation of the Szemerédi–Trotter theorem, we have mk = O \left ( n^ m^ + n + m \right ), and so at least one of the statements mk = O( n^ m^ ), mk = O(n), or mk = O(m) is true. The third possibility is ruled out since was assumed to be large, so we are left with the first two. But in either of these two cases, some elementary algebra will give the bound m = O( n^2 / k^3 + n/k ) as desired.


Optimality

Except for its constant, the Szemerédi–Trotter incidence bound cannot be improved. To see this, consider for any positive integer N\in \mathbb a set of points on the integer
lattice Lattice may refer to: Arts and design * Latticework, an ornamental criss-crossed framework, an arrangement of crossing laths or other thin strips of material * Lattice (music), an organized grid model of pitch ratios * Lattice (pastry), an ornam ...
P = \left \, and a set of lines L = \left \. Clearly, , P, = 2N^3 and , L, = N^3. Since each line is incident to points (i.e., once for each x \in \), the number of incidences is N^4 which matches the upper bound.


Generalization to \mathbb^d

One generalization of this result to arbitrary dimension, \mathbb^d, was found by Agarwal and Aronov. Given a set of points, , and the set of hyperplanes, , which are each spanned by , the number of incidences between and is bounded above by O \left (m^n^+n^ \right ). Equivalently, the number of hyperplanes in containing or more points is bounded above by O\left( \frac + \frac \right ). A construction due to Edelsbrunner shows this bound to be asymptotically optimal.
József Solymosi József Solymosi is a Hungarian-Canadian mathematician and a professor of mathematics at the University of British Columbia. His main research interests are arithmetic combinatorics, discrete geometry, graph theory, and combinatorial number theory ...
and
Terence Tao Terence Chi-Shen Tao (; born 17 July 1975) is an Australian-American mathematician. He is a professor of mathematics at the University of California, Los Angeles (UCLA), where he holds the James and Carol Collins chair. His research includes ...
obtained near sharp upper bounds for the number of incidences between points and
algebraic varieties Algebraic varieties are the central objects of study in algebraic geometry, a sub-field of mathematics. Classically, an algebraic variety is defined as the set of solutions of a system of polynomial equations over the real or complex number ...
in higher dimensions, when the points and varieties satisfy "certain pseudo-line type axioms". Their proof uses 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 ...
.


In \mathbb^2

Many proofs of the Szemerédi–Trotter theorem over \mathbb rely in a crucial way on the
topology In mathematics, topology (from the Greek words , and ) is concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, without closing ho ...
of
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean sp ...
, so do not extend easily to other
fields Fields may refer to: Music *Fields (band), an indie rock band formed in 2006 *Fields (progressive rock band), a progressive rock band formed in 1971 * ''Fields'' (album), an LP by Swedish-based indie rock band Junip (2010) * "Fields", a song by ...
. e.g. the original proof of Szemerédi and Trotter; the polynomial partitioning proof and the crossing number proof do not extend to the
complex plane In mathematics, the complex plane is the plane formed by the complex numbers, with a Cartesian coordinate system such that the -axis, called the real axis, is formed by the real numbers, and the -axis, called the imaginary axis, is formed by th ...
. Tóth successfully generalized the original proof of Szemerédi and Trotter to the complex plane \mathbb^2 by introducing additional ideas. This result was also obtained independently and through a different method by Zahl. The implicit constant in the bound is not the same in the complex numbers: in Tóth's proof the constant can be taken to be 10^; the constant is not explicit in Zahl's proof. When the point set is a
Cartesian product In mathematics, specifically set theory, the Cartesian product of two sets ''A'' and ''B'', denoted ''A''×''B'', is the set of all ordered pairs where ''a'' is in ''A'' and ''b'' is in ''B''. In terms of set-builder notation, that is : A\ ...
, Solymosi and Tardos show that the Szemerédi-Trotter bound holds using a much simpler argument.


In finite fields

Let \mathbb be a
field Field may refer to: Expanses of open ground * Field (agriculture), an area of land used for agricultural purposes * Airfield, an aerodrome that lacks the infrastructure of an airport * Battlefield * Lawn, an area of mowed grass * Meadow, a grass ...
. A Szemerédi-Trotter bound is impossible in general due to the following example, stated here in \mathbb_p: let \mathcal = \mathbb_p\times \mathbb_p be the set of all p^2 points and let \mathcal be the set of all p^2 lines in the plane. Since each line contains p points, there are p^3 incidences. On the other hand, a Szemerédi-Trotter bound would give O((p^2)^ (p^2)^ + p^2) = O(p^) incidences. This example shows that the trivial, combinatorial incidence bound is tight. Bourgain,
Katz Katz or KATZ may refer to: Fiction * Katz Kobayashi, a character in Japanese anime * "Katz", a 1947 Nelson Algren story in ''The Neon Wilderness'' * Katz, a character in ''Courage the Cowardly Dog'' Other uses *Katz (surname) *Katz, British Colum ...
and
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show that if this example is excluded, then an incidence bound that is an improvement on the trivial bound can be attained. Incidence bounds over
finite field In mathematics, a finite field or Galois field (so-named in honor of Évariste Galois) is a field that contains a finite number of elements. As with any field, a finite field is a set on which the operations of multiplication, addition, subt ...
s are of two types: (i) when at least one of the set of points or lines is `large' in terms of the characteristic of the field; (ii) both the set of points and the set of lines are `small' in terms of the characteristic.


Large set incidence bounds

Let q be an odd
prime A prime number (or a prime) is a natural number greater than 1 that is not a product of two smaller natural numbers. A natural number greater than 1 that is not prime is called a composite number. For example, 5 is prime because the only way ...
power. Then Vinh showed that the number of incidences between n points and m lines in \mathbb_q^2 is at most \frac + \sqrt. Note that there is no implicit constant in this bound.


Small set incidence bounds

Let \mathbb be a field of
characteristic A characteristic is a distinguishing feature of a person or thing. It may refer to: Computing * Characteristic (biased exponent), an ambiguous term formerly used by some authors to specify some type of exponent of a floating point number * Charact ...
p\neq 2. Stevens and de Zeeuw show that the number of incidences between n points and m lines in \mathbb^2 is O\left(m^n^\right) under the condition m^n^ \leq p^ in positive characteristic. (In a field of characteristic zero, this condition is not necessary.) This bound is better than the trivial incidence estimate when m^ < n < m^. If the point set is a Cartesian Product, then they show an improved incidence bound: let \mathcal = A\times B \subseteq \mathbb^2 be a finite set of points with , A, \leq , B, and let \mathcal be a set of lines in the plane. Suppose that , A, , B, ^2 \leq , \mathcal, ^3 and in positive characteristic that , A, , \mathcal, \leq p^2. Then the number of incidences between \mathcal and \mathcal is O\left(, A, ^, B, ^ , \mathcal, ^ + , \mathcal, \right). This bound is optimal. Note that by point-line duality in the plane, this incidence bound can be rephrased for an arbitrary point set and a set of lines having a Cartesian product structure. In both the reals and arbitrary fields, Rudnev and Shkredov show an incidence bound for when both the point set and the line set has a Cartesian product structure. This is sometimes better than the above bounds.


References

{{DEFAULTSORT:Szemeredi-Trotter theorem Euclidean plane geometry Theorems in discrete geometry Theorems in combinatorics Articles containing proofs