D. Haussler and P. M. Long. A generalization of Sauer's Lemma. Journal of Combinatorial Theory, Series A, 71(2):219-240, 1995.




Abstract
We generalize the Sauer-Shelah lemma to multivalued functions, proving tight bounds on the cardinality of sets of functions from {1,...,m} to {0,...,N} that avoid certain patterns. In addition, we give an application of this result, bounding the uniform rate of convergence of empirical estimates of the expectations of a set of random variables to their true expectations.