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Source. Alon, Lemma 2.1, paper p. 3 (PDF p. 3). The paper does not claim the lemma as its own: the label credits Locke (its [11], Corollary 1) and points also to Andersen, Grant and Linial (its [3]) and to Lehel and Tuza (its [10]); p. 2 calls it a simple lemma proved by several researchers, Locke among them, and reproduces its short proof for completeness.
Statement
For , write for the edge count of the complete -partite graph on vertices whose parts differ in size by at most one (p. 2). Suppose has edges and a proper coloring with colors. For each such , some -colorable subgraph of keeps at least
of the edges. Taking and , every -colorable satisfies
where is the largest number of edges in a bipartite subgraph of .
Rewritten proof
Fix a proper coloring of with independent color classes . Randomly divide these labeled classes into groups whose sizes differ by at most one, with the prescribed group sizes chosen uniformly. Keep precisely the edges whose endpoints have original color classes assigned to different groups. The resulting graph is -partite.
For any fixed edge, its two original color classes are distinct. Among the unordered pairs of color classes, exactly pairs lie in different groups. Symmetry therefore gives probability that the edge is kept. Linearity of expectation shows that the expected number of kept edges is . Some grouping attains at least this expectation.
For and , the two groups have size , so . Hence
Method
The random choice acts on the color classes rather than on individual vertices. It preserves every edge between a selected pair of classes at once, which is the extra structure used in Theorem 1.1.