Minimum-degree Ramsey lower bound Created 2026-09-24 Updated 2026-09-24
If a graph has minimum degree , then its graph Ramsey number satisfies . The probabilistic proof chooses a red-blue edge colouring and applies the local lemma to its monochromatic copies of .
The graph Ramsey number is the least for which every graph on vertices has a clique of size or an independent set of size ; is the diagonal Ramsey number. The base cases are and .
Assume the smaller parameters already have finite graph Ramsey numbers, and take . For any vertex, either its neighbourhood has at least vertices, or its nonneighbourhood has at least vertices. In the first case it contains an independent -set, or an -clique which extends with the chosen vertex. In the second it contains an -clique, or a -independent set which extends with that vertex. Induction proves existence and
A graph Ramsey number is the least such that every red-blue edge colouring of the complete graph has a red or a blue . At a vertex in , either at least neighbours have red incident edges or at least have blue incident edges. In the first case find a red and adjoin the vertex, or a blue ; the second case is symmetric. Thus
Starting with and , induction gives the binomial upper bound for a Ramsey number
For the lower construction, partition vertices into two classes of size , colour inside-class edges red and between-class edges blue. Red cliques have at most vertices, and the blue graph is bipartite, so has no odd cycle.
Conversely, a graph without an odd cycle is bipartite: in each connected component colour vertices by the parity of the length of a path from a root; differing path parities would give an odd closed walk, hence an odd cycle. On vertices one of the two blue bipartition classes has at least vertices. Every edge within it is red, giving a red . Thus is the exact threshold for this alternative.
Let be the fixed graph Ramsey number of the five-cycle. Partition vertices into disjoint blocks of size . For any one block, the probability that induces a complete graph is
These events are independent for the disjoint blocks. Therefore the probability that none of them induces is
With probability tending to one, contains a copy of . Every red-blue colouring of this copy contains a monochromatic by the definition of . Hence
The graph Ramsey number is the least positive integer for which every red-blue colouring of contains a monochromatic copy of . If , the Ramsey theorem gives a monochromatic in every colouring of , and that clique contains . Hence
The graph Ramsey number is the least such that every red-blue colouring of the edges of contains a monochromatic copy of .
The minimum-degree Ramsey lower bound states that a graph of minimum degree admits an -free colouring on every integer . Its probabilistic proof colours edges independently and applies the local lemma to the events that a labelled copy of is monochromatic. Since
the exponential cost of a monochromatic copy dominates the number of compatible copies through every fixed edge. Hence such a colouring exists, and therefore