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For a family on of VC dimension at most has at most members
Statement
Let . If has VC dimension at most , then
Facts & Assumptions
Given: a family with and .
Sauer-Shelah gives (Sauer–Shelah: a family on of VC dimension at most has at most members).
For , increasing enumeration injects the -element subsets of into the words of length over , so ; for , (The set of -element subsets and the binomial coefficient , The set of functions between finite sets is finite, with ).
In , the binomial theorem gives (The binomial theorem in : ), and for the coefficient is at least because the initial segment is one -element subset (The set of -element subsets and the binomial coefficient ).
Proof
By [L1], it suffices to bound the sum .
Each summand satisfies : use the injection in [F1] for , and its zero clause for . Hence .
By [F2], viewed in every summand appears in the expansion of with coefficient at least , so . Since both sides are natural numbers, the same inequality holds in the present setting. Combining with step 2.1 proves the claim.
Remarks
- The hypothesis matters only to avoid the trivial constant case. The companion page's false statement replaces by , which already fails at , .
Depends on
- Sauer–Shelah: a family on $[n]$ of VC dimension at most $d$ has at most $\sum_{i=0}^{d}\binom{n}{i}$ members
- The binomial theorem in $\mathbb{R}$: $(x+y)^{n} = \sum_{k<n+1} \iota\!\binom{n}{k}\, x^{k} y^{\,n-k}$
- The set $[A]^{k}$ of $k$-element subsets and the binomial coefficient $\binom{n}{k} := \lvert [n]^{k}\rvert$
- The set $A^{B}$ of functions $B \to A$ between finite sets is finite, with $\lvert A^{B}\rvert = \lvert A\rvert^{\lvert B\rvert}$
- Exponentiation of natural numbers, $m^{n}$, and its agreement with the integer power in $\mathbb{R}$
- The sum $\sum_{i \in S} a_i$ over a finite index set, and its product form
Used by
Dependency tree · two levels
43 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- L. Babai and P. Frankl, Linear Algebra Methods in Combinatorics, §7.4 (standard reference, not scraped)