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In the mathematics of
graph drawing Graph drawing is an area of mathematics and computer science combining methods from geometric graph theory and information visualization to derive two-dimensional depictions of graphs arising from applications such as social network analysis, car ...
, the crossing number inequality or crossing lemma gives a
lower bound In mathematics, particularly in order theory, an upper bound or majorant of a subset of some preordered set is an element of that is greater than or equal to every element of . Dually, a lower bound or minorant of is defined to be an ele ...
on the minimum number of crossings of a given
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 ...
, as a function of the number of edges and vertices of the graph. It states that, for graphs where the number of edges is sufficiently larger than the number of vertices, the crossing number is at least
proportional Proportionality, proportion or proportional may refer to: Mathematics * Proportionality (mathematics), the property of two variables being in a multiplicative relation to a constant * Ratio, of one quantity to another, especially of a part compare ...
to . It has applications in
VLSI Very large-scale integration (VLSI) is the process of creating an integrated circuit (IC) by combining millions or billions of MOS transistors onto a single chip. VLSI began in the 1970s when MOS integrated circuit (Metal Oxide Semiconductor) ...
design and
combinatorial 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 geome ...
, and was discovered independently by Ajtai, Chvátal,
Newborn An infant or baby is the very young offspring of human beings. ''Infant'' (from the Latin word ''infans'', meaning 'unable to speak' or 'speechless') is a formal or specialised synonym for the common term ''baby''. The terms may also be used to ...
, and Szemerédi and by
Leighton Leighton may refer to: Places In Australia: * Leighton, Western Australia, a beachside locality In the United Kingdom: *Leighton, Cambridgeshire *Leighton, Cheshire *Leighton, North Yorkshire **Leighton Reservoir * Leighton, Shropshire *Leighto ...
..


Statement and history

The crossing number inequality states that, for an undirected
simple graph In discrete mathematics, and more specifically in graph theory, a graph is a structure amounting to a set of objects in which some pairs of the objects are in some sense "related". The objects correspond to mathematical abstractions called '' v ...
with vertices and edges such that , the crossing number obeys the inequality :\operatorname(G) \geq \frac. The constant is the best known to date, and is due to Ackerman.. For earlier results with weaker constants see and . The constant can be lowered to , but at the expense of replacing with the worse constant of . It is important to distinguish between the crossing number and the pairwise crossing number . As noted by , the pairwise crossing number \text(G) \leq \text(G) refers to the minimum number of pairs of edges that each determine one crossing, whereas the crossing number simply refers to the minimum number of crossings. (This distinction is necessary since some authors assume that in a proper drawing no two edges cross more than once.).


Applications

The motivation of Leighton in studying crossing numbers was for applications to
VLSI Very large-scale integration (VLSI) is the process of creating an integrated circuit (IC) by combining millions or billions of MOS transistors onto a single chip. VLSI began in the 1970s when MOS integrated circuit (Metal Oxide Semiconductor) ...
design in theoretical computer science. Later, realized that this inequality yielded very simple proofs of some important theorems 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 ...
. For instance, 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 ...
, an
upper bound In mathematics, particularly in order theory, an upper bound or majorant of a subset of some preordered set is an element of that is greater than or equal to every element of . Dually, a lower bound or minorant of is defined to be an elem ...
on the number of incidences that are possible between given numbers of points and lines in the plane, follows by constructing a graph whose vertices are the points and whose edges are the segments of lines between incident points. If there were more incidences than the Szemerédi–Trotter bound, this graph would necessarily have more crossings than the total number of pairs of lines, an impossibility. The inequality can also be used to prove Beck's theorem, that if a finite point set does not have a linear number of collinear points, then it determines a quadratic number of distinct lines. Similarly,
Tamal Dey Tamal Krishna Dey (born 1964) is an Indian mathematician and computer scientist specializing in computational geometry and computational topology. He is a professor at Purdue University. Education and career Dey graduated from Jadavpur Unive ...
used it to prove upper bounds on geometric ''k''-sets.


Proof

We first give a preliminary estimate: for any graph with vertices and edges, we have : \operatorname(G) \geq e - 3n. To prove this, consider a diagram of which has exactly crossings. Each of these crossings can be removed by removing an edge from . Thus we can find a graph with at least edges and vertices with no crossings, and is thus a
planar graph In graph theory, a planar graph is a graph that can be embedded in the plane, i.e., it can be drawn on the plane in such a way that its edges intersect only at their endpoints. In other words, it can be drawn in such a way that no edges cro ...
. But from
Euler's formula Euler's formula, named after Leonhard Euler, is a mathematical formula in complex analysis that establishes the fundamental relationship between the trigonometric functions and the complex exponential function. Euler's formula states that for ...
we must then have , and the claim follows. (In fact we have for ). To obtain the actual crossing number inequality, we now use a probabilistic argument. We let be a
probability Probability is the branch of mathematics concerning numerical descriptions of how likely an Event (probability theory), event is to occur, or how likely it is that a proposition is true. The probability of an event is a number between 0 and ...
parameter to be chosen later, and construct a random subgraph of by allowing each vertex of to lie in independently with probability , and allowing an edge of to lie in if and only if its two vertices were chosen to lie in . Let and denote the number of edges, vertices and crossings of , respectively. Since is a subgraph of , the diagram of contains a diagram of . By the preliminary crossing number inequality, we have :\operatorname_H \geq e_H - 3n_H. Taking
expectation Expectation or Expectations may refer to: Science * Expectation (epistemic) * Expected value, in mathematical probability theory * Expectation value (quantum mechanics) * Expectation–maximization algorithm, in statistics Music * ''Expectation' ...
s we obtain :\mathbf operatorname_H\geq \mathbf _H- 3 \mathbf _H Since each of the vertices in had a probability of being in , we have . Similarly, each of the edges in has a probability of remaining in since both endpoints need to stay in , therefore . Finally, every crossing in the diagram of has a probability of remaining in , since every crossing involves four vertices. To see this consider a diagram of with crossings. We may assume that any two edges in this diagram with a common vertex are disjoint, otherwise we could interchange the intersecting parts of the two edges and reduce the crossing number by one. Thus every crossing in this diagram involves four distinct vertices of . Therefore, and we have : p^4 \operatorname(G) \geq p^2 e - 3 p n. Now if we set (since we assumed that ), we obtain after some algebra : \operatorname(G) \geq \frac. A slight refinement of this argument allows one to replace by for .


Variations

For graphs with girth larger than and , demonstrated an improvement of this inequality to :\operatorname(G) \geq c_r\frac. Adiprasito showed a generalization to higher dimensions: If \Delta is a simplicial complex that is mapped piecewise-linearly to \mathbf^, and it has f_d(\Delta)\ \ d -dimensional faces and f_(\Delta)\ \ (d-1) -dimensional faces such that f_d(\Delta)> (d+3)f_(\Delta) , then the number of pairwise intersecting d-dimensional faces is at least :\frac.


References

{{reflist, 30em Topological graph theory Inequalities Articles containing proofs Graph drawing