Ramsey's theorem

For a more accessible and less technical introduction to this topic, see Ramsey theory.

In combinatorics, Ramsey's theorem states that in any colouring of the edges of a sufficiently large complete graph, one will find monochromatic complete subgraphs. For two colours, Ramsey's theorem states that for any pair of positive integers (r,s), there exists a least positive integer R(r,s) such that for any complete graph on R(r,s) vertices, whose edges are coloured red or blue, there exists either a complete subgraph on r vertices which is entirely blue, or a complete subgraph on s vertices which is entirely red. Here R(r,s) signifies an integer that depends on both r and s. It is understood to represent the smallest integer for which the theorem holds.

Ramsey's theorem is a foundational result in combinatorics. The first version of this result was proved by F. P. 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 c, and any given integers n₁,...,n_c, there is a number, R(n₁, ..., n_c), such that if the edges of a complete graph of order R(n₁, ..., n_c) are coloured with c different colours, then for some i between 1 and c, it must contain a complete subgraph of order n_i whose edges are all colour i. The special case above has c = 2 (and n₁ = r and n₂ = s).

Example: R(3,3) = 6

A 2-colouring of K₅ with no monochromatic K₃

In the following example, the formula R(3,3) provides a solution to the question which asks the minimum number of vertices a graph must contain in order to ensure that either (1) at least 3 vertices in the graph are connected or (2) at least 3 vertices in the graph are unconnected. Note that owing to the symmetrical nature of the problem space, R(r,s) is equal to R(s,r).

Suppose the edges of a complete graph on 6 vertices are coloured red and blue. Pick a vertex v. There are 5 edges incident to v and so (by the pigeonhole principle) at least 3 of them must be the same colour. Without loss of generality we can assume at least 3 of these edges, connecting to vertices r, s and t, are blue. (If not, exchange red and blue in what follows.) If any of the edges (r, s), (r, t), (s, t) 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 K₆ contains a monochromatic K₃, and therefore R(3,3) ≤ 6. 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 x, y, z such that the edge (xy) is red and the edge (yz) is blue. Firstly, any given vertex will be the middle of either 0 × 5 = 0 (all edges from the vertex are the same color), 1 × 4 = 4 (four are the same color, one is the other color), or 2 × 3 = 6 (three are the same color, two are the other color) such triples. Therefore there are at most 6 × 6 = 36 such triples. Secondly, for any non-monochromatic triangle (xyz), 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 K₆ are monochromatic.

Conversely, it is possible to 2-colour a K₅ without creating any monochromatic K₃, showing that R(3,3) > 5. The unique colouring is shown to the right. Thus R(3,3) = 6.

The task of proving that R(3,3) ≤ 6 was one of the problems of William Lowell Putnam Mathematical Competition in 1953.

Proof of the theorem

2-Color Case

First we prove the theorem for the 2-colour case, by induction on r + s. It is clear from the definition that for all n, R(n, 1) = R(1, n) = 1. This starts the induction. We prove that R(r, s) exists by finding an explicit bound for it. By the inductive hypothesis R(r − 1, s) and R(r, s − 1) exist.

Lemma 1. R(r, s) ≤ R(r − 1, s) + R(r, s − 1):

Proof. Consider a complete graph on R(r − 1, s) + R(r, s − 1) vertices whose edges are colored with two colors. Pick a vertex v from the graph, and partition the remaining vertices into two sets M and N, such that for every vertex w, w is in M if (v, w) is blue, and w is in N if (v, w) is red. Because the graph has R(r − 1, s) + R(r, s − 1) = |M| + |N| + 1 vertices, it follows that either |M| ≥ R(r − 1, s) or |N| ≥ R(r, s − 1). In the former case, if M has a red K_s then so does the original graph and we are finished. Otherwise M has a blue K_r−1 and so M ∪ {v} has blue K_r by definition of M. The latter case is analogous.Thus the claim is true and we have completed the proof for 2 colours.

Note. In the 2-color case, if R(r − 1, s) and R(r, s − 1) are both even, the induction inequality can be strengthened to:

R(r, s) ≤ R(r − 1, s) + R(r, s − 1) − 1.

General Case

We now prove the result for the general case of c colours. The proof is again by induction, this time on the number of colours c. We have the result for c = 1 (trivially) and for c = 2 (above). Now let c > 2.

Lemma 2. R(n₁, ..., n_c) ≤ R(n₁, ..., n_c−2, R(n_c−1, n_c)).

Proof. Consider a graph on t vertices and colour its edges with c colours. Now 'go colour-blind' and pretend that c − 1 and c are the same colour. Thus the graph is now (c − 1)-coloured. By the inductive hypothesis, it contains either a K_ni monochromatically coloured with colour i for some 1 ≤ i ≤ c − 2 or a K_R(nc−1,nc)-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 R(n_c−1, n_c) we must have either a (c − 1)-monochrome K_nc−1 or a c-monochrome K_nc. In either case the proof is complete.

The right hand side of the inequality in Lemma 2 only contains Ramsey numbers for c − 1 colours and 2 colours, and therefore exists and is a finite number t, by the inductive hypothesis. Thus, proving the claim will prove the theorem.

Ramsey numbers

The numbers R(r,s) in Ramsey's theorem (and their extensions to more than two colours) are known as Ramsey numbers. An upper bound for R(r,s) can be extracted from the proof of the theorem, and other arguments give lower bounds. (The first lower bound was obtained by Paul Erdős using the probabilistic method.) However, there is a vast gap between the tightest lower bounds and the tightest upper bounds. Consequently, there are very few numbers r and s for which we know the exact value of R(r,s). Computing a lower bound L for R(r,s) usually requires exhibiting a blue/red colouring of the graph K_L−1 with no blue K_r subgraph and no red K_s subgraph. 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. 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. The complexity for searching all possible graphs (via brute force) is O(2^{(n−1)(n−2)/2}) for an upper bound of n nodes.

As described above, R(3,3) = 6. It is easy to prove that R(4,2) = 4, and, more generally, that R(s,2) = s for all s: a graph on s − 1 nodes with all edges coloured red serves as a counterexample and proves that R(s,2) ≥ s ; among colourings of a graph on s nodes, the colouring with all edges coloured red contains a s-node red subgraph, and all other colourings contain a 2-node blue subgraph (that is, a pair of nodes connected with a blue edge.) Using induction inequalities, it can be concluded that R(4,3) ≤ R(4,2) + R(3,3) − 1 = 9, and therefore R(4,4) ≤ R(4,3) + R(3,4) ≤ 18. There are only two (4,4,16) graphs (that is, 2-colourings of a complete graph on 16 nodes without 4-node red or blue complete subgraphs) among 6.4×10²² different 2-colourings of 16-node graphs, and only one (4,4,17) graph (the Paley graph of order 17) among 2.46×10²⁶ colourings. (This was proven by Evans, Pulham and Sheehan in 1979.) It follows that R(4,4) = 18.

The fact that R(4,5)=25 was first established by Brendan McKay and Stanisław Radziszowski in 1995.

The exact value of R(5,5) is unknown, although it is known to lie between 43 (Geoffrey Exoo) and 49 (McKay and Radziszowski) (inclusive).

Erdős asks us to imagine an alien force, vastly more powerful than us, landing on Earth and demanding the value of R(5,5) or they will destroy our planet. In that case, he claims, we should marshal all our computers and all our mathematicians and attempt to find the value. But suppose, instead, that they ask for R(6,6). In that case, he believes, we should attempt to destroy the aliens.

— Joel Spencer

McKay, Radziszowski and Exoo employed computer-assisted graph generation methods to conjecture in 1997 that R(5,5) is exactly 43. They were able to construct exactly 656 (5,5,42) graphs, arriving at the same set of graphs through different routes. None of the 656 graphs can be extended to a (5,5,43) graph.

For R(r,s) with r, s > 5, only weak bounds are available. Lower bounds for R(6,6) and R(8,8) have not been improved since 1965 and 1972, respectively.

R(r,s) for values of r and s up to 10 are shown in the table below. Where the exact value is unknown, the table lists the best known bounds. R(r,s) for values of r and s less than 3 are given by R(1,s) = 1 and R(2,s) = s for all values of s. The standard survey on the development of Ramsey number research has been written by Stanisław Radziszowski.

r,s	1	2	3	4	5	6	7	8	9	10
1	1
2	1	2
3	1	3	6
4	1	4	9	18
5	1	5	14	25	43–49
6	1	6	18	36–41	58–87	102–165
7	1	7	23	49–61	80–143	113–298	205–540
8	1	8	28	58–84	101–216	132–495	217–1031	282–1870
9	1	9	36	73–115	126–316	169–780	241–1713	317–3583	565–6588
10	1	10	40–42	92–149	144–442	179–1171	289–2826	331–6090	581–12677	798–23556

Since R(r, s) = R(s, r), there is a trivial symmetry across the diagonal.

This table is extracted from a larger table compiled by Stanisław Radziszowski, except for R(4,6) ≥ 36, which was proved by Geoffrey Exoo in 2012; R(3,10) ≤ 42, which was proved by Jan Goedgebeur and Stanisław Radziszowski in 2012; and R(4,8) ≥ 58, proven by Hiroshi Fujita in 2012.

Asymptotics

The inequality R(r, s) ≤ R(r − 1, s) + R(r, s − 1) may be applied inductively to prove that

$R(r,s)\leq {\binom {r+s-2}{r-1}}.$

In particular, this result, due to Erdős and Szekeres, implies that when r = s,

$R(s,s)\leq (1+o(1)){\frac {4^{s-1}}{\sqrt {\pi s}}}.$

An exponential lower bound,

$R(s,s)\geq (1+o(1)){\frac {s}{{\sqrt {2}}e}}2^{\frac {s}{2}},$

was given by Erdős in 1947 and was instrumental in his introduction of the probabilistic method. There is obviously a huge gap between these two bounds: for example, for s = 10, this gives 101 ≤ R(10,10) ≤ 48620. Nevertheless, exponential growth factors of either bound have not been improved to date and still stand at 4 and ${\sqrt {2}}$ respectively. There is no known explicit construction producing an exponential lower bound. The best known lower and upper bounds for diagonal Ramsey numbers currently stand at

$(1+o(1)){\frac {{\sqrt {2}}s}{e}}2^{\frac {s}{2}}\leq R(s,s)\leq s^{-{\frac {c\log s}{\log \log s}}}4^{s},$

due to Spencer and Conlon respectively.

For the off-diagonal Ramsey numbers R(3,t), it is known that they are of order ${\tfrac {t^{2}}{\log t}}$; this may be stated equivalently as saying that the smallest possible independence number in an n-vertex triangle-free graph is $\Theta ({\sqrt {n\log n}})$. The upper bound for R(3,t) is given by Ajtai, Komlós, and Szemerédi, the lower bound by Kim. More generally, for off-diagonal Ramsey numbers R(s, t) with s fixed and t growing, the best known bounds are

$c'_{s}{\frac {t^{\frac {s+1}{2}}}{(\log t)^{{\frac {s+1}{2}}-{\frac {1}{s-2}}}}}\leq R(s,t)\leq c_{s}{\frac {t^{s-1}}{(\log t)^{s-2}}},$

due to Bohman and Keevash and Ajtai, Komlós and Szemerédi respectively.

A multicolour example: R(3,3,3) = 17

The only two 3-colourings of K₁₆ with no monochromatic K₃. The untwisted colouring (top) and the twisted colouring (bottom).

A multicolour Ramsey number is a Ramsey number using 3 or more colours. There is only one nontrivial multicolour Ramsey number for which the exact value is known, namely R(3,3,3) = 17.

Suppose that you have an edge colouring of a complete graph using 3 colours, red, yellow and green. Suppose further that the edge colouring has no monochromatic triangles. Select a vertex v. Consider the set of vertices that have a green edge to the vertex v. This is called the green neighborhood of v. The green neighborhood of v cannot contain any green edges, since otherwise there would be a green triangle consisting of the two endpoints of that green edge and the vertex v. Thus, the induced edge colouring on the green neighborhood of v has edges coloured with only two colours, namely yellow and red. Since R(3,3) = 6, the green neighborhood of v can contain at most 5 vertices. Similarly, the red and yellow neighborhoods of v can contain at most 5 vertices each. Since every vertex, except for v itself, is in one of the green, red or yellow neighborhoods of v, the entire complete graph can have at most 1 + 5 + 5 + 5 = 16 vertices. Thus, we have R(3,3,3) ≤ 17.

To see that R(3,3,3) ≥ 17, 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 K₁₆, the so-called untwisted and twisted colourings. Both colourings are shown in the figure to the right, with the untwisted colouring on the top, and the twisted colouring on the bottom. In both colourings in the figure, note that the vertices are labeled, and that the vertices v₁₁ through v₁₅ are drawn twice, on both the left and the right, in order to simplify the drawings.

Thus, R(3,3,3) = 17.

Clebsch graph

If you select any colour of either the untwisted or twisted colouring on K₁₆, and consider the graph whose edges are precisely those edges that have the specified colour, you will get the Clebsch graph.

It is known that there are exactly two edge colourings with 3 colours on K₁₅ that avoid monochromatic triangles, which can be constructed by deleting any vertex from the untwisted and twisted colourings on K₁₆, respectively.

It is also known that there are exactly 115 edge colourings with 3 colours on K₁₄ that avoid monochromatic triangles, provided that we consider edge colourings that differ by a permutation of the colours as being the same.

Extensions of the theorem

The theorem can also be extended to hypergraphs. An m-hypergraph is a graph whose "edges" are sets of m 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 m and c, and any integers n₁,...,n_c, there is an integer R(n₁, ..., n_c;c,m) such that if the hyperedges of a complete m-hypergraph of order R(n₁,...,n_c;c,m) are coloured with c different colours, then for some i between 1 and c, the hypergraph must contain a complete sub-m-hypergraph of order n_i whose hyperedges are all colour i. This theorem is usually proved by induction on m, the 'hyper-ness' of the graph. The base case for the proof is m = 2, which is exactly the theorem above.

Infinite Ramsey theorem

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.

Theorem. Let X be some countably infinite set and colour the elements of X⁽ⁿ⁾ (the subsets of X of size n) in c different colours. Then there exists some infinite subset M of X such that the size n subsets of M all have the same colour.

Proof: The proof is given for c = 2. It is easy to prove the theorem for an arbitrary number of colours using a 'colour-blindness' argument as above. The proof is by (complete) induction on n, the size of the subsets. For n = 1,the statement is equivalent to saying that if you split an infinite set into two sets, one of them is infinite. This is evident. Assuming the theorem is true for n ≤ r, we prove it for n = r + 1. Given a 2-colouring of the (r + 1)-element subsets of X, let a₀ be an element of X and let Y = X\{a₀}. We then induce a 2-colouring of the r-element subsets of Y, by just adding a₀ to each r-element subset (to get an (r + 1)-element subset of X). By the induction hypothesis, there exists an infinite subset Y₁ within Y such that every r-element subset of Y₁ is coloured the same colour in the induced colouring. Thus there is an element a₀ and an infinite subset Y₁ such that all the (r + 1)-element subsets of X consisting of a₀ and r elements of Y₁ have the same colour. By the same argument, there is an element a₁ in Y₁ and an infinite subset Y₂ of Y₁ with the same properties. Inductively, we obtain a sequence {a₀,a₁,a₂,...} such that the colour of each (r + 1)-element subset (a_i(1),a_i(2),...,a_i(r + 1)) with i(1) < i(2) < ... < i(r + 1) depends only on the value of i(1). Further, there are infinitely many values of i(n) such that this colour will be the same. Take these a_i(n)'s to get the desired monochromatic set.

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 c, n, T such that for every integer k, there exists a c-colouring of $[k]^{(n)}$ without a monochromatic set of size T. Let C_k denote the c-colourings of $[k]^{(n)}$ without a monochromatic set of size T.

For any k, the restriction of a colouring in C_k+1 to $[k]^{(n)}$ (by ignoring the colour of all sets containing k+1) is a colouring in C_k. Define $C_{k}^{1}$ to be the colourings in C_k which are restrictions of colourings in C_k+1. Since C_k+1 is not empty, neither is $C_{k}^{1}$.

Similarly, the restriction of any colouring in $C_{k+1}^{1}$ is in $C_{k}^{1}$, allowing one to define $C_{k}^{2}$ as the set of all such restrictions, a non-empty set. Continuing so, define $C_{k}^{m}$ for all integers m, k.

Now, for any integer k, $C_{k}\supseteq C_{k}^{1}\supseteq C_{k}^{2}\supseteq \dots$, and each set is non-empty. Furthermore, C_k is finite as $|C_{k}|\leq c^{\frac {k!}{n!(k-n)!}}$. It follows that the intersection of all of these sets is non-empty, and let $D_{k}=C_{k}\cap C_{k}^{1}\cap C_{k}^{2}\cap \dots$. Then every colouring in D_k is the restriction of a colouring in D_k+1. Therefore, by unrestricting a colouring in D_k to a colouring in D_k+1, and continuing doing so, one constructs a colouring of $\mathbb {N} ^{(n)}$ without any monochromatic set of size T. 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.

Directed graph Ramsey numbers

It is also possible to define Ramsey numbers for directed graphs. (These were introduced by P. Erdős & L. Moser.) Let R(n) be the smallest number Q such that any complete graph with singly directed arcs (also called a "tournament") and with ≥ Q nodes contains an acyclic (also called "transitive") n-node subtournament.

This is the directed-graph analogue of what (above) has been called R(n,n;2), the smallest number Z such that any 2-colouring of the edges of a complete undirected graph with ≥ Z nodes, contains a monochromatic complete graph on n nodes. (The directed analogue of the two possible arc colours is the two directions of the arcs, the analogue of "monochromatic" is "all arc-arrows point the same way," i.e. "acyclic.")

Indeed many find the directed graph problem to actually be more elegant than the unidirected one. We have R(0)=0, R(1)=1, R(2)=2, R(3)=4, R(4)=8, R(5)=14, R(6)=28, 32≤R(7)≤55, and R(8) is again a problem you do not want powerful aliens to pose.

See also

• Paris–Harrington theorem
• Sim (pencil game)
• Infinite Ramsey theory
• Van der Waerden number

References

• Ajtai, Miklós; Komlós, János; Szemerédi, Endre (1980), "A note on Ramsey numbers", J. Combin. Theory Ser. A, 29 (3): 354–360, doi:10.1016/0097-3165(80)90030-8.
• Bohman, Tom; Keevash, Peter (2010), "The early evolution of the H-free process", Invent. Math., 181 (2): 291–336, doi:10.1007/s00222-010-0247-x.
• Conlon, D. (2009), "A new upper bound for diagonal Ramsey numbers", Annals of Mathematics, 170 (2): 941–960, doi:10.4007/annals.2009.170.941.
• Do, Norman (2006). "Party problems and Ramsey theory" (PDF). Austr. Math. Soc. Gazette. 33 (5): 306–312.
• Erdős, Paul (1947), "Some remarks on the theory of graphs", Bull. Amer. Math. Soc., 53 (4): 292–294, doi:10.1090/S0002-9904-1947-08785-1.
• Erdős, Paul; Szekeres, George (1935), "A combinatorial problem in geometry", Compositio Mathematica, 2: 463–470, doi:10.1007/978-0-8176-4842-8_3, ISBN 978-0-8176-4841-1.
• Exoo, G. (1989), "A lower bound for R(5,5)", Journal of Graph Theory, 13: 97–98, doi:10.1002/jgt.3190130113.
• Graham, R.; Rothschild, B.; Spencer, J. H. (1990), Ramsey Theory, New York: John Wiley and Sons.
• Ramsey, F. P. (1930), "On a problem of formal logic", Proceedings of the London Mathematical Society, 30: 264–286, doi:10.1112/plms/s2-30.1.264.
• Spencer, J. (1975), "Ramsey's theorem – a new lower bound", J. Combin. Theory Ser. A, 18: 108–115, doi:10.1016/0097-3165(75)90071-0.
• Bian, Zhengbing; Chudak, Fabian; Macready, William G.; Clark, Lane; Gaitan, Frank (2013), "Experimental determination of Ramsey numbers", Physical Review Letters, 111: 130505-1–130505-6, doi:10.1103/PhysRevLett.111.130505.

External links

• "Ramsey theorem", Encyclopedia of Mathematics, EMS Press, 2001 [1994]
• Ramsey@Home is a distributed computing project designed to find new lower bounds for various Ramsey numbers using a host of different techniques.
• Radziszowski's survey of small Ramsey numbers
• this lisp code computes upper bounds for particular Ramsey numbers given the general rules in Radziszowski
• Survey of directed-graph Ramsey numbers
• Ramsey Number – from MathWorld (contains lower and upper bounds up to R(19,19))
• Ramsey Number – Geoffrey Exoo (Contains R(5,5) > 42 counter-proof)
• A proof that R(3,6) = 18