Ramsey's theorem
In combinatorics, Ramsey's theorem, in one of its graph-theoretic forms, states that one will find monochromatic cliques in any edge labelling of a sufficiently large complete graph.
As the simplest example, consider two colours. Let and be any two positive integers. Ramsey's theorem states that there exists a least positive integer for which every blue-red edge colouring of the complete graph on vertices contains a blue clique on vertices or a red clique on vertices.
Ramsey's theorem is a foundational result in combinatorics. The first version of this result was proved by Frank Ramsey. This initiated the combinatorial theory now called Ramsey theory, that seeks regularity amid disorder: general conditions for the existence of substructures with regular properties. In this application it is a question of the existence of monochromatic subsets, that is, subsets of connected edges of just one colour.
An extension of this theorem applies to any finite number of colours, rather than just two. More precisely, the theorem states that for any given number of colours,, and any given integers, there is a number,, such that if the edges of a complete graph of order are coloured with different colours, then for some between 1 and, it must contain a complete subgraph of order whose edges are all colour. The special case above has .
Examples
''R''(3, 3) = 6
Suppose the edges of a complete graph on 6 vertices are coloured red and blue. Pick a vertex,. There are 5 edges incident to and so at least 3 of them must be the same colour. Without loss of generality we can assume at least 3 of these edges, connecting the vertex,, to vertices,, and, are blue. If any of the edges,,,, are also blue then we have an entirely blue triangle. If not, then those three edges are all red and we have an entirely red triangle. Since this argument works for any colouring, any contains a monochromatic, and therefore. The popular version of this is called the theorem on friends and strangers.An alternative proof works by double counting. It goes as follows: Count the number of ordered triples of vertices,,,, such that the edge,, is red and the edge,, is blue. Firstly, any given vertex will be the middle of either,, or such triples. Therefore, there are at most such triples. Secondly, for any non-monochromatic triangle, there exist precisely two such triples. Therefore, there are at most 18 non-monochromatic triangles. Therefore, at least 2 of the 20 triangles in the are monochromatic.
Conversely, it is possible to 2-colour a without creating any monochromatic, showing that. The unique colouring is shown to the right. Thus.
The task of proving that was one of the problems of William Lowell Putnam Mathematical Competition in 1953, as well as in the Hungarian Math Olympiad in 1947.
A multicolour example: ''R''(3, 3, 3) = 17
A multicolour Ramsey number is a Ramsey number using 3 or more colours. There are only two non-trivial multicolour Ramsey numbers for which the exact value is known, namely and.Suppose that we have an edge colouring of a complete graph using 3 colours, red, green and blue. Suppose further that the edge colouring has no monochromatic triangles. Select a vertex. Consider the set of vertices that have a red edge to the vertex. This is called the red neighbourhood of. The red neighbourhood of cannot contain any red edges, since otherwise there would be a red triangle consisting of the two endpoints of that red edge and the vertex. Thus, the induced edge colouring on the red neighbourhood of has edges coloured with only two colours, namely green and blue. Since, the red neighbourhood of can contain at most 5 vertices. Similarly, the green and blue neighbourhoods of can contain at most 5 vertices each. Since every vertex, except for itself, is in one of the red, green or blue neighbourhoods of, the entire complete graph can have at most vertices. Thus, we have.
To see that, it suffices to draw an edge colouring on the complete graph on 16 vertices with 3 colours that avoids monochromatic triangles. It turns out that there are exactly two such colourings on, the so-called untwisted and twisted colourings. Both colourings are shown in the figures to the right, with the untwisted colouring on the left, and the twisted colouring on the right.
If we select any colour of either the untwisted or twisted colouring on, and consider the graph whose edges are precisely those edges that have the specified colour, we will get the Clebsch graph.
It is known that there are exactly two edge colourings with 3 colours on that avoid monochromatic triangles, which can be constructed by deleting any vertex from the untwisted and twisted colourings on, respectively.
It is also known that there are exactly 115 edge colourings with 3 colours on that avoid monochromatic triangles, provided that we consider edge colourings that differ by a permutation of the colours as being the same.
It is of interest to find the sequence of the multicolor Ramsey numbers, where there are 3's. The sequence currently is only known up to, with the bounds for values as early as being relatively loose:.
Proof
2-colour case
The theorem for the 2-colour case can be proved by induction on. It is clear from the definition that for all,. This starts the induction. We prove that exists by finding an explicit bound for it. By the inductive hypothesis and exist.Proof. Consider a complete graph on vertices whose edges are coloured with two colours. Pick a vertex from the graph, and partition the remaining vertices into two sets and, such that for every vertex, is in if edge is blue, and is in if is red. Because the graph has vertices, it follows that either or In the former case, if has a red then so does the original graph and we are finished. Otherwise has a blue and so has a blue by the definition of. The latter case is analogous. Thus the claim is true and we have completed the proof for 2 colours.
In this 2-colour case, if and are both even, the induction inequality can be strengthened to:
Proof. Suppose and are both even. Let and consider a two-coloured graph of vertices. If is the degree of the -th vertex in the blue subgraph, then by the Handshaking lemma, is even. Given that is odd, there must be an even. Assume without loss of generality that is even, and that and are the vertices incident to vertex 1 in the blue and red subgraphs, respectively. Then both and are even. By the Pigeonhole principle, either or Since is even and is odd, the first inequality can be strengthened, so either or Suppose Then either the subgraph has a red and the proof is complete, or it has a blue which along with vertex 1 makes a blue. The case is treated similarly.
Case of more colours
Lemma 2. If, thenProof. Consider a complete graph of vertices and colour its edges with colours. Now 'go colour-blind' and pretend that and are the same colour. Thus the graph is now -coloured. Due to the definition of such a graph contains either a mono-chromatically coloured with colour for some or a -coloured in the 'blurred colour'. In the former case we are finished. In the latter case, we recover our sight again and see from the definition of we must have either a -monochrome or a -monochrome. In either case the proof is complete.
Lemma 1 implies that any is finite. The right hand side of the inequality in Lemma 2 expresses a Ramsey number for colours in terms of Ramsey numbers for fewer colours. Therefore, any is finite for any number of colours. This proves the theorem.
Ramsey numbers
The numbers in Ramsey's theorem are known as Ramsey numbers. The Ramsey number gives the solution to the party problem, which asks the minimum number of guests,, that must be invited so that at least will know each other or at least will not know each other. In the language of graph theory, the Ramsey number is the minimum number of vertices,, such that all undirected simple graphs of order, contain a clique of order, or an independent set of order. Ramsey's theorem states that such a number exists for all and.By symmetry, it is true that. An upper bound for can be extracted from the proof of the theorem, and other arguments give lower bounds. However, there is a vast gap between the tightest lower bounds and the tightest upper bounds. There are also very few numbers and for which we know the exact value of.
Computing a lower bound for usually requires exhibiting a blue/red colouring of the graph with no blue subgraph and no red subgraph. Such a counterexample is called a Ramsey graph. Brendan McKay maintains a list of known Ramsey graphs. Upper bounds are often considerably more difficult to establish: one either has to check all possible colourings to confirm the absence of a counterexample, or to present a mathematical argument for its absence.
Computational complexity
A sophisticated computer program does not need to look at all colourings individually in order to eliminate all of them; nevertheless it is a very difficult computational task that existing software can only manage on small sizes. Each complete graph has edges, so there would be a total of graphs to search through if brute force is used. Therefore, the complexity for searching all possible graphs is for colourings and at most nodes.The situation is unlikely to improve with the advent of quantum computers. One of the best-known searching algorithms for unstructured datasets exhibits only a quadratic speedup relative to classical computers, so that the computation time is still exponential in the number of nodes.
Known values
As described above,. It is easy to prove that, and, more generally, that for all : a graph on nodes with all edges coloured red serves as a counterexample and proves that ; among colourings of a graph on nodes, the colouring with all edges coloured red contains a -node red subgraph, and all other colourings contain a 2-node blue subgraphUsing induction inequalities and the handshaking lemma, it can be concluded that, and therefore. There are only two graphs among different 2-colourings of 16-node graphs, and only one graph among colourings. It follows that.
The fact that was first established by Brendan McKay and Stanisław Radziszowski in 1995.
The exact value of is unknown, although it is known to lie between 43 and 46, inclusive.
In 1997, McKay, Radziszowski and Exoo employed computer-assisted graph generation methods to conjecture that. They were able to construct exactly 656 graphs, arriving at the same set of graphs through different routes. None of the 656 graphs can be extended to a graph.
For with, only weak bounds are available. Lower bounds for and have not been improved since 1965 and 1972, respectively.
with are shown in the table below. Where the exact value is unknown, the table lists the best known bounds. with are given by and for all values of.
The standard survey on the development of Ramsey number research is the Dynamic Survey 1 of the Electronic Journal of Combinatorics, by Stanisław Radziszowski, which is periodically updated. Where not cited otherwise, entries in the table below are taken from the June 2024 edition.
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
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It is also interesting that Erdos showed
R =. + 1,
for a path and a complete graph with n and m vertices respectively. Also Chvatal showed
R =. + 1,
for a tree and a complete graph with n and m vertices respectively. These two theorems are the best examples of formulating Ramsey numbers for some special graphs.
Asymptotics
The inequality may be applied inductively to prove thatIn particular, this result, due to Erdős and Szekeres, implies that when,
An exponential lower bound,
was given by Erdős in 1947 and was instrumental in his introduction of the probabilistic method. There is a huge gap between these two bounds: for example, for, this gives. Nevertheless, the exponential growth factors of either bound were not improved for a long time, and for the lower bound it still stands at. There is no known explicit construction producing an exponential lower bound. The best known lower and upper bounds for diagonal Ramsey numbers are
due to Spencer and Conlon, respectively; a 2023 preprint by Campos, Griffiths, Morris (mathematician)|Morris] and Sahasrabudhe claims to have made exponential progress using an algorithmic construction relying on a graph structure called a "book", improving the upper bound to
with and.
In a separate preprint in 2024, Balister, Bollobás, Coampos, Griffiths, Hurley, Morris, Sahasrabudhe, and Tiba showed that there exists such that the -colour Ramsey number is bounded below by, and in particular
for sufficiently large.
A 2024 preprint by Gupta, Ndiaye, Norin, and Wei claims an improvement of to, and the diagonal Ramsey upper bound to
For the off-diagonal Ramsey numbers, it is known that they are of order ; this may be stated equivalently as saying that the smallest possible independence number in an -vertex triangle-free graph is
The upper bound for is given by Ajtai, Komlós, and Szemerédi, the lower bound was obtained originally by Kim, and the implicit constant was improved independently by Fiz Pontiveros, Griffiths and Morris, and Bohman and Keevash, by analysing the triangle-free process.
In general, studying the more general "-free process" has set the best known asymptotic lower bounds for general off-diagonal Ramsey numbers,
In particular this gives an upper bound of. Mattheus and Verstraete gave a lower bound of, determining the asymptotics of up to logarithmic factors, and settling a question of Erdős, who offered 250 dollars for a proof that the lower limit has form.
Formal verification of Ramsey numbers
The Ramsey number and have been formally verified to be 28 and 36. This verification was achieved using a combination of Boolean satisfiability solving and computer algebra systems. The proof was generated automatically using the approach, marking the first certifiable proof of and. The verification process for and was conducted using the SAT+CAS framework MathCheck, which integrates a SAT solver with a computer algebra system. The verification for was completed in approximately 8 hours of wall clock time, producing a total proof size of 5.8 GiB. The verification for was significantly more computationally intensive, requiring 26 hours of wall clock time and generating 289 GiB of proof data. The correctness of these results was independently verified using a modified version of the proof checker.The Ramsey number has been formally verified to be 25. The original proof, developed by McKay and Radziszowski in 1995, combined high-level mathematical arguments with computational steps and used multiple independent implementations to reduce the possibility of programming errors. The formal proof was carried out using the HOL4 interactive theorem prover, limiting the potential for errors to the HOL4 kernel. Rather than directly verifying the original algorithms, the authors utilized HOL4's interface to the MiniSat SAT solver to formally prove key gluing lemmas.
Induced Ramsey
There is a less well-known yet interesting analogue of Ramsey's theorem for induced subgraphs. Roughly speaking, instead of finding a monochromatic subgraph, we are now required to find a monochromatic induced subgraph. In this variant, it is no longer sufficient to restrict our focus to complete graphs, since the existence of a complete subgraph does not imply the existence of an induced subgraph. The qualitative statement of the theorem in the next section was first proven independently by Erdős, Hajnal and Pósa, Deuber and Rödl in the 1970s. Since then, there has been much research in obtaining good bounds for induced Ramsey numbers.Statement
Let be a graph on vertices. Then, there exists a graph such that any coloring of the edges of using two colors contains a monochromatic induced copy of . The smallest possible number of vertices of is the induced Ramsey number.Sometimes, we also consider the asymmetric version of the problem. We define to be the smallest possible number of vertices of a graph such that every coloring of the edges of using only red or blue contains a red induced subgraph of or blue induced subgraph of.
History and bounds
Similar to Ramsey's theorem, it is unclear a priori whether induced Ramsey numbers exist for every graph. In the early 1970s, Erdős, Hajnal and Pósa, Deuber, and Rödl independently proved that this is the case. However, the original proofs gave terrible bounds on the induced Ramsey numbers. It is interesting to ask if better bounds can be achieved. In 1974, Paul Erdős conjectured that there exists a constant such that every graph on vertices satisfies. If this conjecture is true, it would be optimal up to the constant because the complete graph achieves a lower bound of this form. However, this conjecture is still open as of now.In 1984, Erdős and Hajnal claimed that they proved the bound
However, that was still far from the exponential bound conjectured by Erdős. It was not until 1998 when a major breakthrough was achieved by Kohayakawa, Prömel and Rödl, who proved the first almost-exponential bound of for some constant. Their approach was to consider a suitable random graph constructed on projective planes and show that it has the desired properties with nonzero probability. The idea of using random graphs on projective planes have also previously been used in studying Ramsey properties with respect to vertex colorings and the induced Ramsey problem on bounded degree graphs.
Kohayakawa, Prömel and Rödl's bound remained the best general bound for a decade. In 2008, Fox and Sudakov provided an explicit construction for induced Ramsey numbers with the same bound. In fact, they showed that every -graph with small and suitable contains an induced monochromatic copy of any graph on vertices in any coloring of edges of in two colors. In particular, for some constant, the Paley graph on vertices is such that all of its edge colorings in two colors contain an induced monochromatic copy of every -vertex graph.
In 2010, Conlon, Fox and Sudakov were able to improve the bound to, which remains the current best upper bound for general induced Ramsey numbers. Similar to the previous work in 2008, they showed that every -graph with small and edge density contains an induced monochromatic copy of every graph on vertices in any edge coloring in two colors. Currently, Erdős's conjecture that remains open and is one of the important problems in extremal graph theory.
For lower bounds, not much is known in general except for the fact that induced Ramsey numbers must be at least the corresponding Ramsey numbers. Some lower bounds have been obtained for some special cases.
It is sometimes quite difficult to compute the Ramsey number. Indeed, the inequalities
2 ≤ R ≤ 2
were proved by Erdos and Szekeres in 1947.
Special cases
While the general bounds for the induced Ramsey numbers are exponential in the size of the graph, the behaviour is much different on special classes of graphs. Many of these classes have induced Ramsey numbers polynomial in the number of vertices.If is a cycle, path or star on vertices, it is known that is linear in.
If is a tree on vertices, it is known that. It is also known that is superlinear. Note that this is in contrast to the usual Ramsey numbers, where the Burr–Erdős conjecture tells us that is linear.
For graphs with number of vertices and bounded degree, it was conjectured that, for some constant depending only on. This result was first proven by Łuczak and Rödl in 1996, with growing as a tower of twos with height. More reasonable bounds for were obtained since then. In 2013, Conlon, Fox and Zhao showed using a counting lemma for sparse pseudorandom graphs that, where the exponent is best possible up to constant factors.
Generalizations
Similar to Ramsey numbers, we can generalize the notion of induced Ramsey numbers to hypergraphs and multicolor settings.More colors
We can also generalize the induced Ramsey's theorem to a multicolor setting. For graphs, define to be the minimum number of vertices in a graph such that, given any coloring of the edges of into colors, there exists an such that and such that contains an induced subgraph isomorphic to whose edges are all colored in the -th color. Let .It is possible to derive a bound on which is approximately a tower of two of height by iteratively applying the bound on the two-color case. The current best known bound is due to Fox and Sudakov, which achieves, where is the number of vertices of and is a constant depending only on.
Hypergraphs
We can extend the definition of induced Ramsey numbers to -uniform hypergraphs by simply changing the word graph in the statement to hypergraph. Furthermore, we can define the multicolor version of induced Ramsey numbers in the same way as the previous subsection.Let be a -uniform hypergraph with vertices. Define the tower function by letting and for,. Using the hypergraph container method, Conlon, Dellamonica, La Fleur, Rödl and Schacht were able to show that for, for some constant depending on only and. In particular, this result mirrors the best known bound for the usual Ramsey number when.
Extensions of the theorem
Infinite graphs
A further result, also commonly called Ramsey's theorem, applies to infinite graphs. In a context where finite graphs are also being discussed it is often called the "Infinite Ramsey theorem". As intuition provided by the pictorial representation of a graph is diminished when moving from finite to infinite graphs, theorems in this area are usually phrased in set-theoretic terminology.Proof: The proof is by induction on, the size of the subsets. For, the statement is equivalent to saying that if you split an infinite set into a finite number of sets, then one of them is infinite. This is evident. Assuming the theorem is true for, we prove it for. Given a -colouring of the -element subsets of, let be an element of and let We then induce a -colouring of the -element subsets of, by just adding to each -element subset. By the induction hypothesis, there exists an infinite subset of such that every -element subset of is coloured the same colour in the induced colouring. Thus there is an element and an infinite subset such that all the -element subsets of consisting of and elements of have the same colour. By the same argument, there is an element in and an infinite subset of with the same properties. Inductively, we obtain a sequence such that the colour of each -element subset with depends only on the value of. Further, there are infinitely many values of such that this colour will be the same. Take these 's to get the desired monochromatic set.
A stronger but unbalanced infinite form of Ramsey's theorem for graphs, the Erdős–Dushnik–Miller theorem, states that every infinite graph contains either a countably infinite independent set, or an infinite clique of the same cardinality as the original graph.
Infinite version implies the finite
It is possible to deduce the finite Ramsey theorem from the infinite version by a proof by contradiction. Suppose the finite Ramsey theorem is false. Then there exist integers,, such that for every integer, there exists a -colouring of without a monochromatic set of size. Let denote the -colourings of without a monochromatic set of size.For any, the restriction of a colouring in to is a colouring in. Define to be the colourings in which are restrictions of colourings in. Since is not empty, neither is.
Similarly, the restriction of any colouring in is in, allowing one to define as the set of all such restrictions, a non-empty set. Continuing so, define for all integers,.
Now, for any integer,
and each set is non-empty. Furthermore, is finite as
It follows that the intersection of all of these sets is non-empty, and let
Then every colouring in is the restriction of a colouring in. Therefore, by unrestricting a colouring in to a colouring in, and continuing doing so, one constructs a colouring of without any monochromatic set of size. This contradicts the infinite Ramsey theorem.
If a suitable topological viewpoint is taken, this argument becomes a standard compactness argument showing that the infinite version of the theorem implies the finite version.
Hypergraphs
The theorem can also be extended to hypergraphs. An -hypergraph is a graph whose "edges" are sets of vertices – in a normal graph an edge is a set of 2 vertices. The full statement of Ramsey's theorem for hypergraphs is that for any integers and, and any integers, there is an integer such that if the hyperedges of a complete -hypergraph of order are coloured with different colours, then for some between 1 and, the hypergraph must contain a complete sub--hypergraph of order whose hyperedges are all colour. This theorem is usually proved by induction on, the 'hyper-ness' of the graph. The base case for the proof is, which is exactly the theorem above.For we know the exact value of one non-trivial Ramsey number, namely. This fact was established by Brendan McKay and Stanisław Radziszowski in 1991. Additionally, we have:, and.
Directed graphs
It is also possible to define Ramsey numbers for directed graphs; these were introduced by. Let be the smallest number such that any complete graph with singly directed arcs and with nodes contains an acyclic -node subtournament.This is the directed-graph analogue of what has been called, the smallest number such that any 2-colouring of the edges of a complete undirected graph with nodes, contains a monochromatic complete graph on n nodes.
We have,,,,,,, and.